{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding:utf-8 -*-\n",
    "import sys"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 波士顿房价数据探索\n",
    "该作业用于数据集展示以及可视化等方面的训练，了解一个数据集特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd   #基于numpy，纳入大量库用于高效操作大型数据集\n",
    "\n",
    "import matplotlib.pyplot as plt      \n",
    "import seaborn as sns               #在matplotlib基础上再次封装的图形可视化工具\n",
    "\n",
    "%matplotlib inline\n",
    "#用于jupyter显示matplotlib的图形结果，不必再输入 plt.show()，图像将自动显示出来"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pandas提供了大量数据分析的方法，可以使用类似SQL的方式非常方便地加载、处理、分析这些表格形式的数据。搭配可视化效果更好。\n",
    "其主要数据结构是Series和DataFrame类。\n",
    "* Series是一个包含某种固定类型数据的一维数组\n",
    "* DataFrame是一个二维数据表格，其中每列包含相同类型的数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>MEDV</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00632</td>\n",
       "      <td>18</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0</td>\n",
       "      <td>0.538</td>\n",
       "      <td>6.575</td>\n",
       "      <td>65.2</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>1</td>\n",
       "      <td>296</td>\n",
       "      <td>15</td>\n",
       "      <td>396.90</td>\n",
       "      <td>4.98</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.02731</td>\n",
       "      <td>0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>6.421</td>\n",
       "      <td>78.9</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2</td>\n",
       "      <td>242</td>\n",
       "      <td>17</td>\n",
       "      <td>396.90</td>\n",
       "      <td>9.14</td>\n",
       "      <td>21.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.02729</td>\n",
       "      <td>0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>7.185</td>\n",
       "      <td>61.1</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2</td>\n",
       "      <td>242</td>\n",
       "      <td>17</td>\n",
       "      <td>392.83</td>\n",
       "      <td>4.03</td>\n",
       "      <td>34.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.03237</td>\n",
       "      <td>0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3</td>\n",
       "      <td>222</td>\n",
       "      <td>18</td>\n",
       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
       "      <td>33.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3</td>\n",
       "      <td>222</td>\n",
       "      <td>18</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CRIM  ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD  TAX  PTRATIO  \\\n",
       "0  0.00632  18   2.31     0  0.538  6.575  65.2  4.0900    1  296       15   \n",
       "1  0.02731   0   7.07     0  0.469  6.421  78.9  4.9671    2  242       17   \n",
       "2  0.02729   0   7.07     0  0.469  7.185  61.1  4.9671    2  242       17   \n",
       "3  0.03237   0   2.18     0  0.458  6.998  45.8  6.0622    3  222       18   \n",
       "4  0.06905   0   2.18     0  0.458  7.147  54.2  6.0622    3  222       18   \n",
       "\n",
       "        B  LSTAT  MEDV  \n",
       "0  396.90   4.98  24.0  \n",
       "1  396.90   9.14  21.6  \n",
       "2  392.83   4.03  34.7  \n",
       "3  394.63   2.94  33.4  \n",
       "4  396.90   5.33  36.2  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(r'BostonHousePrice_CodeData\\boston_housing.csv')\n",
    "\n",
    "df.head() #显示前五行"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据的总体信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 506 entries, 0 to 505\n",
      "Data columns (total 14 columns):\n",
      "CRIM       506 non-null float64\n",
      "ZN         506 non-null int64\n",
      "INDUS      506 non-null float64\n",
      "CHAS       506 non-null int64\n",
      "NOX        506 non-null float64\n",
      "RM         506 non-null float64\n",
      "AGE        506 non-null float64\n",
      "DIS        506 non-null float64\n",
      "RAD        506 non-null int64\n",
      "TAX        506 non-null int64\n",
      "PTRATIO    506 non-null int64\n",
      "B          506 non-null float64\n",
      "LSTAT      506 non-null float64\n",
      "MEDV       506 non-null float64\n",
      "dtypes: float64(9), int64(5)\n",
      "memory usage: 55.5 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()  #显示样本点；列名称、列数值、列类型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "该信息对应的特征：\n",
    "\n",
    "一、样本数N：506\n",
    "\n",
    "二、特征维数：13\n",
    "\n",
    "1. CRIM：人均犯罪率       \n",
    "2. ZN：住宅用地的比例\n",
    "3. INDUS：城镇中非零售营业比例\n",
    "4. CHAS：是否靠近charles河的边界；整数\n",
    "5. NOX：一氧化氮浓度\n",
    "6. RM：住宅平均房间数\n",
    "7. AGE：1940年之前建造的自住房屋的比例\n",
    "8. DIS：距离波士顿五个中心的加权距离\n",
    "9. RAD：高速公路的便利指数（索引）；整数\n",
    "10. TAX：每一万美元财产的全额财产税率；\n",
    "11. PTRATIO：城乡师生比例；整数\n",
    "12. B：黑人比例\n",
    "13. LSTAT：低收入人群比例  \n",
    "\n",
    "三、标签y\n",
    "\n",
    "MEDV：自住房屋价格的中值       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(506, 14)\n",
      "Index(['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD', 'TAX',\n",
      "       'PTRATIO', 'B', 'LSTAT', 'MEDV'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(df.shape) #样本数目和特征维度\n",
    "print(df.columns)#列的名称"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据表的特征类型通常有两种：\n",
    "1. 数值型特征（int64和float64）\n",
    "2. 类别型特征（categorical features）或离散型特征。离散型特征具有固定数目的值。如果特征只有两个值，也称为二元（binary）变量。如果类别型变量的值具有顺序，称为有序（ordinal）类别型特征。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>MEDV</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.613524</td>\n",
       "      <td>11.347826</td>\n",
       "      <td>11.136779</td>\n",
       "      <td>0.069170</td>\n",
       "      <td>0.554695</td>\n",
       "      <td>6.284634</td>\n",
       "      <td>68.574901</td>\n",
       "      <td>3.795043</td>\n",
       "      <td>9.549407</td>\n",
       "      <td>408.237154</td>\n",
       "      <td>18.083004</td>\n",
       "      <td>356.674032</td>\n",
       "      <td>12.653063</td>\n",
       "      <td>22.532806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.601545</td>\n",
       "      <td>23.310593</td>\n",
       "      <td>6.860353</td>\n",
       "      <td>0.253994</td>\n",
       "      <td>0.115878</td>\n",
       "      <td>0.702617</td>\n",
       "      <td>28.148861</td>\n",
       "      <td>2.105710</td>\n",
       "      <td>8.707259</td>\n",
       "      <td>168.537116</td>\n",
       "      <td>2.280574</td>\n",
       "      <td>91.294864</td>\n",
       "      <td>7.141062</td>\n",
       "      <td>9.197104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.006320</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.460000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.385000</td>\n",
       "      <td>3.561000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>1.129600</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>187.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>1.730000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.082045</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.190000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.449000</td>\n",
       "      <td>5.885500</td>\n",
       "      <td>45.025000</td>\n",
       "      <td>2.100175</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>279.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>375.377500</td>\n",
       "      <td>6.950000</td>\n",
       "      <td>17.025000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.256510</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.690000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.538000</td>\n",
       "      <td>6.208500</td>\n",
       "      <td>77.500000</td>\n",
       "      <td>3.207450</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>330.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>391.440000</td>\n",
       "      <td>11.360000</td>\n",
       "      <td>21.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.677082</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>18.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.624000</td>\n",
       "      <td>6.623500</td>\n",
       "      <td>94.075000</td>\n",
       "      <td>5.188425</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>666.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>396.225000</td>\n",
       "      <td>16.955000</td>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>88.976200</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>27.740000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.871000</td>\n",
       "      <td>8.780000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.126500</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>711.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>396.900000</td>\n",
       "      <td>37.970000</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             CRIM          ZN       INDUS        CHAS         NOX          RM  \\\n",
       "count  506.000000  506.000000  506.000000  506.000000  506.000000  506.000000   \n",
       "mean     3.613524   11.347826   11.136779    0.069170    0.554695    6.284634   \n",
       "std      8.601545   23.310593    6.860353    0.253994    0.115878    0.702617   \n",
       "min      0.006320    0.000000    0.460000    0.000000    0.385000    3.561000   \n",
       "25%      0.082045    0.000000    5.190000    0.000000    0.449000    5.885500   \n",
       "50%      0.256510    0.000000    9.690000    0.000000    0.538000    6.208500   \n",
       "75%      3.677082   12.000000   18.100000    0.000000    0.624000    6.623500   \n",
       "max     88.976200  100.000000   27.740000    1.000000    0.871000    8.780000   \n",
       "\n",
       "              AGE         DIS         RAD         TAX     PTRATIO           B  \\\n",
       "count  506.000000  506.000000  506.000000  506.000000  506.000000  506.000000   \n",
       "mean    68.574901    3.795043    9.549407  408.237154   18.083004  356.674032   \n",
       "std     28.148861    2.105710    8.707259  168.537116    2.280574   91.294864   \n",
       "min      2.900000    1.129600    1.000000  187.000000   12.000000    0.320000   \n",
       "25%     45.025000    2.100175    4.000000  279.000000   17.000000  375.377500   \n",
       "50%     77.500000    3.207450    5.000000  330.000000   19.000000  391.440000   \n",
       "75%     94.075000    5.188425   24.000000  666.000000   20.000000  396.225000   \n",
       "max    100.000000   12.126500   24.000000  711.000000   22.000000  396.900000   \n",
       "\n",
       "            LSTAT        MEDV  \n",
       "count  506.000000  506.000000  \n",
       "mean    12.653063   22.532806  \n",
       "std      7.141062    9.197104  \n",
       "min      1.730000    5.000000  \n",
       "25%      6.950000   17.025000  \n",
       "50%     11.360000   21.200000  \n",
       "75%     16.955000   25.000000  \n",
       "max     37.970000   50.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对数值型特征，describe方法可以得到特征的基本统计学特效：未缺失值数目、均值、标准差、范围、四分位数\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 单变量分布分析\n",
    "对单个变量，可用直方图、箱体图等方式查看其大致分布，是否存在噪声数据点等\n",
    "### 数值型特征\n",
    "**直方图**\n",
    "\n",
    "seaborn的distplot方法可以对数值型特征绘制直方图（distribution plot）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#目标y的直方图/分布\n",
    "fig = plt.figure()\n",
    "sns.distplot(df['MEDV'],bins=30,kde=True)#bins:分为多少份,kde:是否合并相邻数值\n",
    "plt.xlabel('Median value of owner-occupied homes',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000001E6390804E0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001E63D2029B0>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#使用DataFrame的hist（）方法也可以绘制直方图（histogram）\n",
    "#distplot绘图的纵轴为样本比例，hist方法绘图的纵轴为样本数目\n",
    "features=['MEDV','CRIM']#可以一次绘制多个\n",
    "df[features].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**箱形图boxplot &提琴形图violinplot**\n",
    "箱形图可以可视化特征的分位数等统计量，主要用于*离群点*的发现。其主要组成部分是箱子（box），须（whisker）和一些单独的数据点（离群值）。\n",
    "\n",
    "箱子显示了分布的四分位距：它的长度由25%（Q1，下四分位数）和75%（Q3，上四分位数）决定。箱中的水平线为中位数（50%）。\n",
    "\n",
    "从箱子外延伸出来的线被称为*须*，表示数据点的总体散布，即位于区间（Q1-1.5xIQR,Q1+1.5XIQR）的数据点，其中IQR是四分位距:IQR=Q3-Q1。\n",
    "\n",
    "*离群值*是须之外的数据点，他们作为单独的数据点，沿着中轴绘制。\n",
    "\n",
    "Violinplot结合了箱形图与核密度估计图的特点，可用于一个或多个分类变量情况下，连续变量数据的分布并进行比较。同时还可以用于观察多个数据分布（如观察某个变量和标签的关系）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e63d2f4eb8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,axes = plt.subplots(1,2,sharey=True,figsize=(6,4))\n",
    "sns.boxplot(data=df['MEDV'],ax=axes[0])\n",
    "sns.violinplot(data=df['MEDV'],ax=axes[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 离散型特征（类别型特征）\n",
    "对离散型特征，可用频率表Value_counts给出每个特征取值的样本数目。或者用countplot的方法绘制直方图。\n",
    "\n",
    "**频率表value_counts（）**\n",
    "默认情况下，频率由高到低排列。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    471\n",
       "1     35\n",
       "Name: CHAS, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['CHAS'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**条形图 countplot**\n",
    "\n",
    "频率表的图形化表示是条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of occurrences')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(df['CHAS'],order=[0,1])\n",
    "plt.xlabel('Charles River')\n",
    "plt.ylabel('Number of occurrences')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "sns.distplot(df['NOX'],bins=30,kde=True)\n",
    "plt.xlabel('nitric oxides concentratio',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "sns.distplot(df['RM'],bins=30,kde=True)\n",
    "plt.xlabel('average number of rooms per dwelling',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEJCAYAAACaFuz/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3dd3wc9Z3/8ddHXbJV3Issd0MwpgtsWkIOCIZADASCQ03odyHhd5cGKSThd/kl3OUul0LohOoAMQScHIQk9IAxlsGAC8bdkossW7YlWV36/P6Ykdkskr2WJe9q/H4+Hn54Z+e7O5+dXb139jsz3zF3R0REoist2QWIiEjvUtCLiEScgl5EJOIU9CIiEaegFxGJuIxkFxBv8ODBPnbs2GSXISLSpyxYsGCLuw/pbF7KBf3YsWMpKytLdhkiIn2Kma3tap66bkREIk5BLyIScQp6EZGIU9CLiEScgl5EJOIU9CIiEaegFxGJOAW9iEjEKehFRCIu5c6MFRGJN2veui7nXTx19H6spG/SFr2ISMQp6EVEIk5BLyIScQkFvZlNN7NlZrbCzG7qZH62mT0ezp9nZmPD+8eaWYOZLQz/3dmz5YuIyJ7scWesmaUDtwOnAxXAfDOb4+5LYppdBWxz94lmNhO4DbgonLfS3Y/s4bpFRCRBiWzRHwescPdV7t4MPAbMiGszA3gwvD0bONXMrOfKFBGR7kok6IuB8pjpivC+Ttu4eyuwAxgUzhtnZu+Y2StmdnJnCzCza82szMzKqqqq9uoFiIjI7iUS9J1tmXuCbTYCo939KODfgFlmVvCxhu53u3upu5cOGdLplbBERKSbEgn6CqAkZnoUsKGrNmaWARQC1e7e5O5bAdx9AbASOGhfixYRkcQlEvTzgUlmNs7MsoCZwJy4NnOAK8LbFwAvurub2ZBwZy5mNh6YBKzqmdJFRCQRezzqxt1bzewG4HkgHbjf3Reb2a1AmbvPAe4DHjazFUA1wZcBwCeBW82sFWgDrnf36t54ISIi0rmExrpx92eBZ+PuuyXmdiNwYSePexJ4ch9rFBGRfaAzY0VEIk5BLyIScQp6EZGIU9CLiEScgl5EJOIU9CIiEaegFxGJOAW9iEjEKehFRCJOQS8iEnEKehGRiFPQi4hEnIJeRCTiFPQiIhGnoBcRiTgFvYhIxCnoRUQiTkEvIhJxCnoRkYhT0IuIRJyCXkQk4hT0IiIRp6AXEYk4Bb2ISMQp6EVEIk5BLyIScQp6EZGIU9CLiEScgl5EJOIU9CIiEaegFxGJuISC3symm9kyM1thZjd1Mj/bzB4P588zs7Fx80ebWZ2ZfaNnyhYRkUTtMejNLB24HTgTmAx80cwmxzW7Ctjm7hOBnwO3xc3/OfDcvpcrIiJ7K5Et+uOAFe6+yt2bgceAGXFtZgAPhrdnA6eamQGY2bnAKmBxz5QsIiJ7I5GgLwbKY6Yrwvs6bePurcAOYJCZ9QO+Dfxodwsws2vNrMzMyqqqqhKtXUREEpBI0Fsn93mCbX4E/Nzd63a3AHe/291L3b10yJAhCZQkIiKJykigTQVQEjM9CtjQRZsKM8sACoFqYCpwgZn9B1AEtJtZo7v/ep8rFxGRhCQS9POBSWY2DlgPzAQujmszB7gCmAtcALzo7g6c3NHAzH4I1CnkRUT2rz0Gvbu3mtkNwPNAOnC/uy82s1uBMnefA9wHPGxmKwi25Gf2ZtEiIpK4RLbocfdngWfj7rsl5nYjcOEenuOH3ahPRET2kc6MFRGJOAW9iEjEKehFRCJOQS8iEnEKehGRiFPQi4hEnIJeRCTiFPQiIhGnoBcRiTgFvYhIxCnoRUQiTkEvIhJxCnoRkYhT0IuIRJyCXkQk4hT0IiIRp6AXEYk4Bb2ISMQp6EVEIk5BLyIScQp6EZGIU9CLiEScgl5EJOIU9CIiEaegFxGJOAW9iEjEKehFRCJOQS8iEnEKehGRiFPQi4hEnIJeRCTiEgp6M5tuZsvMbIWZ3dTJ/GwzezycP8/Mxob3H2dmC8N/75rZeT1bvoiI7Mkeg97M0oHbgTOBycAXzWxyXLOrgG3uPhH4OXBbeP8ioNTdjwSmA3eZWUZPFS8iInuWyBb9ccAKd1/l7s3AY8CMuDYzgAfD27OBU83M3L3e3VvD+3MA74miRUQkcYlsXRcD5THTFcDUrtq4e6uZ7QAGAVvMbCpwPzAGuCwm+Hcxs2uBawFGjx69t69BRCJi1rx1yS4hkhLZordO7ovfMu+yjbvPc/dDgWOBm80s52MN3e9291J3Lx0yZEgCJYmISKISCfoKoCRmehSwoas2YR98IVAd28DdlwI7gSndLVZERPZeIkE/H5hkZuPMLAuYCcyJazMHuCK8fQHwort7+JgMADMbAxwMrOmRykVEJCF77KMP+9xvAJ4H0oH73X2xmd0KlLn7HOA+4GEzW0GwJT8zfPhJwE1m1gK0A//i7lt644WIiEjnEjrU0d2fBZ6Nu++WmNuNwIWdPO5h4OF9rFFERPaBzowVEYk4Bb2ISMQp6EVEIk5BLyIScQp6EZGIU9CLiEScgl5EJOIU9CIiEaegFxGJOAW9iEjEKehFRCJOQS8iEnEKehGRiFPQi4hEnIJeRCTiFPQiIhGnoBcRiTgFvYhIxCnoRUQiTkEvIhJxCnoRkYhT0IuIRJyCXkQk4hT0IiIRp6AXEYk4Bb2ISMQp6EVEIk5BLyIScQp6EZGIU9CLiEScgl5EJOIyEmlkZtOBXwDpwL3u/tO4+dnAQ8AxwFbgIndfY2anAz8FsoBm4Jvu/mIP1i8ifcyseeuSXcIBZ49b9GaWDtwOnAlMBr5oZpPjml0FbHP3icDPgdvC+7cA57j7YcAVwMM9VbiIiCQmka6b44AV7r7K3ZuBx4AZcW1mAA+Gt2cDp5qZufs77r4hvH8xkBNu/YuIyH6SSNAXA+Ux0xXhfZ22cfdWYAcwKK7N54F33L0pfgFmdq2ZlZlZWVVVVaK1i4hIAhIJeuvkPt+bNmZ2KEF3znWdLcDd73b3UncvHTJkSAIliYhIohLZGVsBlMRMjwI2dNGmwswygEKgGsDMRgF/AC5395X7XLGIREb1zmbWbN3J2q07qd7ZzNCCHIoLcykZmMeQfPXy9pREgn4+MMnMxgHrgZnAxXFt5hDsbJ0LXAC86O5uZkXA/wI3u/vrPVe2iPRlW+qa+OO7G1i+uQ6AnMw0BvbLomxNNXPbgs6AY8YM4KwpI8jNSk9mqZGwx6B391YzuwF4nuDwyvvdfbGZ3QqUufsc4D7gYTNbQbAlPzN8+A3AROD7Zvb98L7PuPvmnn4hIpL6Glva+MuSTby2fAsZacYZk4dx8IgChuZnk2ZGuztbapt4e902Xlu+heWVtZx7ZDGfGFGQ7NL7NHOP725PrtLSUi8rK0t2GSLSw7bUNXHlA/N5r2IHR5YUceaU4eTnZHbZvmJbPU+9vZ5NNY187oiRTBsff3xH4OKpo3ur5D7FzBa4e2ln8xI6YUpEZF+s21rP5ffPY1NNI5dOHcPkkXveQh81II9/+fQEZs1bxx/f3UBBTgaTRxbuh2qjR0MgiEivWrR+B+ff8TrbG1p49OppCYV8h4y0NGYeO5pRA3J5bH45a7fu7MVKo0tBLyK9ZlVVHZff/xbZGenMvv4EjhkzYK+fIysjjcuOH0thbiYPzV3L1rqPnYoje6CgF5EeN2veOu58eSXn3/EGTS1tzDy2hLdWV3d7nJv+2Rl8+cRxOM5T76ynPcX2LaY6Bb2I9LjGljYeeGMN9U1tXHHCWAb13/dj4gf2y+LMKSNYvWUnZWu29UCVBw4FvYj0qNa2dh6dt5bNtY1cMnU0owbk9dhzl44ZwPjB/Xhu0UZ2NLT02PNGnYJeRHrUj59dysqqnZx31CgmDcvv0ec2M847qpi2dmfOuxtItcPDU5WCXkR6zO/Lyvnt62s4ccKgbu14TcSg/tmcdsgwlm6sYenGml5ZRtQo6EWkR7yzbhvf/cMiTpw4iOlTRvTqsk6cOJgh+dk8v6SStnZt1e+Jgl5E9llVbRPXP7KAYYXZ/PqLR5Oe1tmAtj0nPc04/ZBhVNU28Yd31vfqsqJAQS8i+6S1rZ2v/u5tdjS0cNelpQzol7VflnvoyAKKi3L5+V8/pKm1bb8ss69S0IvIPvnPvyzjzVXV/Pjcw/bqrNd9ZWZ8ZvIw1m9v4LG3yvf8gAOYgl5Euu3PizZx1yuruGTqaD5/zKj9vvyJQ/szddxAfvXiCuqbW/f78vsKBb2IdMuKzXV84/fvckRJEbecMzkpNZgZ3zzjYLbUNfHQ3LVJqaEvUNCLyF7b2dTK9Y8sICsjjTsuOZrsjORdHKR07EBOmjiY+/++Wn31XVDQi8hecXe+Nfs9VlXV8esvHsXIotxkl8R1nxrP5tomnnkn/iqnAgp6EdlL9762mv99fyPfmv4JTpg4ONnlAHDSxMFMHlHAXa+upF3H1X+Mgl5EEvbqh1X85LmlTD90ONd9cnyyy9nFzLjuU+NZWbWTFz7QlUrjKehFJCGrt+zkhllvM2loPj/7whGY9e5JUXvrs4eNoLgol7teWZnsUlKOgl5E9qimsYWrH5xPeppx7xWl9M9OvauQZqSncc3J4yhbu42yNdXJLielKOhFZLda29q58XfvsHZrPb+55BhKBvbcsMM97QvHllCUl8k9r61KdikpRUEvIl1yd26Zs5iXllXxoxmHcvyEQckuabfysjKYeexo/rqkkvLq+mSXkzIU9CLSpd+8vJJZ89bxz6dM4JKpY5JdTkIuO34MZsYjb+oEqg6p19EmIinhyQUV/OfzyziypIjiotxuX+91fysuyuWMQ4fxu7fWceNpk8jLUsxpi15EPuavSyr59pPvccKEQZx/dDFpKXaEzZ58+cRx1DS2agjjkIJeRP7BSx9s5l8eXcChxYXcedkxZKT1vZgoHTOAKcUFPPD6Gl1uEAW9iMR49cMqrntkAQcPz+ehK4+jICcz2SV1i5nxpRPGsXxzHa+v2JrscpJOQS8iALywtJJrHipjwpD+PHLVVApz+2bIdzjniBEM7p/FA2+sTnYpSaegFxF+X1bOtQ8HW/KPXj2Vorz9c5Wo3pSdkc4XjxvNCx9sZt3WA/tQSwW9yAHM3bnj5ZV8c3aw43XWNdMYuJ8uBbg/XDJ1DOlmPPzmmmSXklQ67khkL3R1iOHFU0fv50r2XWNLG997ehGzF1TwuSNG8rMLjyArI1rbfsMLczhjynAen1/Ov55+0AF7qGVC76qZTTezZWa2wsxu6mR+tpk9Hs6fZ2Zjw/sHmdlLZlZnZr/u2dJFpLsqttVzwZ1vMHtBBTeeOon/uejIyIV8hy+dMPaAP9Ryj19vZpYO3A6cDlQA881sjrsviWl2FbDN3Sea2UzgNuAioBH4PjAl/CcHuO6edNMXt5hT1V+XVPKt2e/S2ubce3kpp00eluySelXpmAFMHlHAg2+s4eLjRqfcqJv7QyJf4ccBK9x9lbs3A48BM+LazAAeDG/PBk41M3P3ne7+d4LAF5Ek2tHQwtefeJdrHipjeGEuz9xwYuRDHjoOtRzLh5V1zF11YB5qmUjQFwPlMdMV4X2dtnH3VmAHkPDoR2Z2rZmVmVlZVVVVog8TkQS4O39ZvInp//MqTy9cz1f/aSLPfOVExg/pn+zS9pvPHTmSAXmZPPD6mmSXkhSJ7Jno7HdO/KlmibTpkrvfDdwNUFpaqtPYRHrI8spabv3TEl5bvoVJQ/tzx6XHcGRJUbLL2u9yMoNDLe94ZSXrttYzelDqDrXcGxLZoq8ASmKmRwHxV+Dd1cbMMoBCQCP/iyRJeXU9Nz/1HtN/8Rrvlm/nB+dM5tkbTz4gQ77D5cePJd2M3x6AJ1AlskU/H5hkZuOA9cBM4OK4NnOAK4C5wAXAi64BJqQH7W4nbnd21Pb08+1vXdV/3LiB3P3qSp56ez1pZlwydTQ3njqJQf2z+/xr3lfDC3M4+/ARPBEeatlXh3fojj0Gvbu3mtkNwPNAOnC/uy82s1uBMnefA9wHPGxmKwi25Gd2PN7M1gAFQJaZnQt8Ju6IHRHZB23tztKNNby5eivf+cP7ZGekcdnxY7jukxMYXpiT7PJSylUnjefphRt4Yn45V5+cOhc3720JnT3g7s8Cz8bdd0vM7Ubgwi4eO3Yf6hORTrS7s3ZrPe9VbOf99Tuob26jKC+Tb00/mC+UljC4f3ayS0xJh40q5LixA3ngjTV8+cRxpKcdGIdaHpiniYn0AfFdLQ3NbaysqmPZplo+rKyltqmVzHTjE8MLOKqkiIOG53PptO5dBaqvXFSkJ1x50jiuf2QBf1m8iTMPG5HscvYLBb30Ce3utLS27zqUy4DMjLQ+d0GMRLk7W+uaWL+9gbXV9azZspNNOxpxICczjUlD8zlkRD6HjCggOyM92eX2KadPHsbogXnc89oqpk8ZfkCcQKWgl93aXzvwdja1UlnTSGVNI1vqmtne0MKOhmZqG1tpammnua2908dlpBn/+fwHDMjLYkC/LAbkZTEkP5thBdkMzc9heGE2wwpyGF6Qw8B+WUn5o97dOrywdBQbtjdQXt3Ayqo6VmyuY/nmWpZsqKGmsRWAzHSjZGAe//SJoYwf0p/RA/O67HI4kLbMuys9zbjm5HF8/5nFzFtdzbTxqX3B856goJf9zt3ZVNPI6i07WVddz7qt9WxvaNk1PzsjjaK8TApzMxlRmEtuZjrZGWlkZaTtOmHDgea2dppb2xk9MI/tDS1s29lMxbZ63lm3ja07mz+23Kz0NIYWZDO8IIfGljb652TQPzuTftnp5GVlkJeVTm5mOuu21tM/J5jOzkhL+Muhta2d+pY2GprbqG9uo7axhZqG1rAPvZWdTa3sbGqjprGF2sZWahpa+N7T79Mec3xafk4GE4f25+wjRtLQ1MbIAbkMK8juk1d5SmUXlpbwixdWcPtLKxT0Ij2lprGFlz7YzO/LylmxuY7apmBrtSAng9GD+nH8gFyGF+QwrCCH/JyMvdry7uyXRXNrO1vqmthU00jljkY27miksja4vammkcqtTayoqqOx5eO/FH790op/mM7KSCM7PY20NKOlrR0zw91xB8dpa/ePBXZXsjPSyM/JpCA3g7GD+3HypMGUDMyjZEAeE4b0Y0h+9q7Xrq3z3pOTmc7VJ4/jp899wHsV2zl8VLTPL1DQS68Fyta6Jv68eBN/XrSJN1dtpaXNyctKZ+LQ/kwams+EIf167QIXWRlpjCzKZWRRbqfzO15zS1s79c1t1De3Ut8cbI0fPWYAdY0t7Gxuo6m1nabWNppb22lvdz7YVIs7mAVjqJgF3UdHjCoiKyMt+FWQlU5eVjr52ZkU5Gby2vIq+mVlkJed/rEt8wPh+PVUdcnU0fzmpRX85qWV3HnZMckup1cp6KVH1Ta28NyiTfzx3Q28sXIrbe3OuMH9uPLEcXzm0GEs3VibUjtQM9PTKMxN+4fL5l1wzKgu23dnPPoVm+u6X6D0mvycTL50wlh++eIKllfWMmlYfrJL6jUKetlnrW3tvLq8iqfeXs9fl1TSFPabX/fJ8Zx9+EgOGZG/qzti2SaFnqSOL504jnteW80dL6/kvy86Mtnl9BoFvXTb8spaZi+o4Kl31lNV28SAvEwuOraEc48q5qiSogPisDXp2wb2y+LSaaO57++r+edTJkR2q15BL3ulqaWN99bvoGxNNd/Z1kBGmvHpTwzlwmNGccrBQ5NylaK+vNOyL9ceFf98ykQee6uc/3h+GfdcXprscnqFgl72yN1Zv72Bt1ZX817FDprb2hmSn813zzqE844u1un20qcN7JfFdZ8az8/+8iFla6opHTsw2SX1OAW9dKmppY2FFdt5a3U1G3c0kpluHD6qiGPHDqRkQC6XdPN0e5FUc+VJ43hw7lpu+/MHPHHd8ZHrdlTQ90G9fbbqxh0NzFtVzcKK7TS3tjOiMIcZR47kiFFF5GTqdHuJnrysDG48dRLfe3oRLyzdHLlLLCroBYDW9nYWr6/hzVVbWVtdv+vY8OPGDWTUgNzIbeGIxLvo2BLu+/tqbvvzB3zq4CFkpkfnbGQF/QGusqaRvy2t5K3V1dQ1tTKoXxZnTRnO0WMGkJfV/Y+HdjJKX5OZnsZ3zjqEax4q457XVvEvp0xMdkk9RkF/gHp73TZ++/oannt/I23tzkHD8jl+wiAmDu2fUic0iexPp08exhmHDuMXf1vOZw8bwZhB/ZJdUo9Q0B9AWtraeW7RJu7/+2oWlm8nPzuDK04YS1FuJoN05IwIAD/63BRO++9X+N7Ti3joyuMi0W2poD8AbK9vZtZb63jojbVsqmlk3OB+/Ohzh/L5Y0bRPztD3SxxurM+tA6jY3hhDt8842B+MGcxzyzcwLlHFSe7pH2moI+w1Vt2cv/fVzN7QQUNLW2cMGEQPz5vCp8+eChpB8gl1ES649JpY/jDO+u59U9LmDZ+UJ+/9q6CPmLcnXmrq7n3tdW88EElmWlpfO7IkVx54jgWlm+nsqaJx+aXJ7tMkZSWnmb87MLDOedXr/PV373NrGum9emjcBT0EdHa3s77FTuY9dZaFq2vYUBeJjd8eiKXHT+GofnB1sjC8u1JrlKk75g4NJ+ffv4wbnxsIT97fhk3n3VIskvqNgV9H1ff1Mpba6p5c9VWahpbmTCkHz85/zDOO6pYJzeJ7KMZRxYzf001d726iqPHDOCMQ4cnu6RuUdD3UZU1jbyxcgsLy7fT0uZMHNqf844azA/Omaz+d5Ee9P2zJ/Nu+Q6+8cS7FF+by5TiwmSXtNcU9H1IW7vzwtJK7vv7KlZW7SQjzThqdBHHTxjM8IKge0YhL9KzsjPSufOyY7jwjje47L55PH7d8RzUx4YzVtD3AVvqmniirJxH31zH+u0NFOZm8pnJwzh27ED6ZSfvLdQhhXKgKC7KZdY10/jCXXO5+J55PHHdNMYP6Z/sshKmoE9R7e3Om6u3MmveOp5fvImWNmfa+IF8/+xDqKptJl1b7iL71djB/Zh1zVQuuutNLr5nHvd9qZRDR/aNbhxzT+DS9ftRaWmpl5WVJbuMpKnYVs+TC9Yz++1yyqsbKMjJ4IJjSrh4agkThwY/F7UlLfKR/X2B9aUba/jyb+ezvaE5PPCh62sM709mtsDdO71yirboU8C2nc08u2gjzyzcwFurqwE4ceIgvn76wUyfMlxHz4ikkENGFPDHr57EDbPe5l8ff5d3y3dw05mfSOm/UwV9klTWNPKXJZU8v2gTb67aSmu7M2FIP/7t9IM476hiSgbmJbtEEenCkPxsHrl6Kj959gPuf301f1tayfc+ewhnHDo8JcfGUdDvJ40tbSws386rH1bxyodVLN5QA8D4wf24+uTxnHPECCaPKNj1IVH3jEhqy0xP45ZzJnPa5KH8aM4Srn/kbU6YMIivfHoiJ0wYlFKBr6DvJZU1jbxfsYN3K7Yzb3U1C8uDqzVlpBlHjxnAN884mM9MHsbEof1T6gMhInvnhAmD+d+vncSst9bxP39bziX3zmP8kH5cOnUMZx02IiXGyUloZ6yZTQd+AaQD97r7T+PmZwMPAccAW4GL3H1NOO9m4CqgDfiauz+/u2X1pZ2xrW3tbNzRSPm2etZurWd5ZR3LN9eybFMtm2ubAEgzmFJcyHFjB3LcuIFMmzCIgpzMPT63tuhFErO/d8buTmNLG8++v5GH5q7dNeTIJ4bnc8rBQzlmzAAmjyxgZGFOr2zc7dPOWDNLB24HTgcqgPlmNsfdl8Q0uwrY5u4TzWwmcBtwkZlNBmYChwIjgb+Z2UHu3rZvL2nvuTtt7U67Bycetba309buNLe109LmtLS209TaTkNLG40tbTQ0t1HX1EpdUys1DS1sq29he30zW+qaqaptZHNtE5trm2hr/+iLMjcznYlD+3PSxMFMKS7k8FGFTB5ZsE9XahKRviMnM53zjx7F+UeP4sPKWl78YDMvL9vMva+t4s5XgqwoystkzKB+jCrKpXhALkP6ZzOgXxYD8jIZPTCPSb1wMlYiCXQcsMLdVwGY2WPADCA26GcAPwxvzwZ+bcFX1gzgMXdvAlab2Yrw+eb2TPkfea9iOxfcORccHMcdnCDg23vgCNLMdKMoL4tB/bIYkp/NxKH5DC/MpmRAHiUD8xg9MI/iolydmSoiABw0LJ+DhuVz/acmUN/cygebalmyoYYlG2tYt7WeJRtr+OvSSppb23c95rOHj+D2i4/u8VoSCfpiIHZc2wpgaldt3L3VzHYAg8L734x77MdG8Teza4Frw8k6M1uWUPW7NxjY0gPP09tUZ89SnT2nL9TIJX2kThKo8zfAby7p9vOP6WpGIkHf2SZq/DZyV20SeSzufjdwdwK1JMzMyrrqr0olqrNnqc6e0xdqBNWZiERG0q8ASmKmRwEbumpjZhlAIVCd4GNFRKQXJRL084FJZjbOzLIIdq7OiWszB7givH0B8KIHh/PMAWaaWbaZjQMmAW/1TOkiIpKIPXbdhH3uNwDPExxeeb+7LzazW4Eyd58D3Ac8HO5srSb4MiBs9wTBjttW4Cv78YibHu0K6kWqs2epzp7TF2oE1blHKTeomYiI9Ky+e7VbERFJiIJeRCTiIhf0ZvafZvaBmb1nZn8ws6KYeTeb2QozW2ZmZySzzrCe6WEtK8zspmTXA2BmJWb2kpktNbPFZnZjeP9AM/urmS0P/x+Q7FohOHPbzN4xsz+F0+PMbF5Y5+PhAQTJrrHIzGaHn8ulZnZ8Kq5PM/vX8D1fZGa/M7OcVFifZna/mW02s0Ux93W6/izwy/Bv6j0z6/mzj/auzpTIo8gFPfBXYIq7Hw58CNwMEDccw3TgN+HwDkkRM7TEmcBk4IthjcnWCnzd3Q8BpgFfCeu6CXjB3ScBL4TTqeBGYGnM9G3Az8M6txEMz5FsvwD+7O6fAI4gqDel1qeZFQNfA0rdfQrBgRcdw5kke30+QPA3G6ur9XcmwdF9kwhOwrxjP9UIndeZEnkUuaB397+4e2s4+SbBsfsQMxyDu68GOoZjSJZdQ0u4ezPQMbREUrn7Rnd/O7xdSxBKxQS1PbO4JvEAAAujSURBVBg2exA4NzkVfsTMRgGfBe4Npw34J4JhOCAF6jSzAuCTBEem4e7N7r6dFFyfBEfh5YbnwuQBG0mB9enurxIczRerq/U3A3jIA28CRWY2Ill1pkoeRS7o41wJPBfe7mwoh48Nx7AfpVo9H2NmY4GjgHnAMHffCMGXATA0eZXt8j/At4COwUIGAdtj/rBSYZ2OB6qA34ZdTPeaWT9SbH26+3rgZ8A6goDfASwg9dZnh67WXyr/XSUtj/pk0JvZ38J+xPh/M2LafJegG+LRjrs6eapkHluaavX8AzPrDzwJ/B93r0l2PfHM7Gxgs7sviL27k6bJXqcZwNHAHe5+FLCT1On22iXs454BjCMYabYfQTdIvGSvzz1Jxc9A0vOoT46f6+6n7W6+mV0BnA2c6h+dKJBqwzGkWj27mFkmQcg/6u5PhXdXmtkId98Y/hTenLwKATgR+JyZnQXkAAUEW/hFZpYRboWmwjqtACrcfV44PZsg6FNtfZ4GrHb3KgAzewo4gdRbnx26Wn8p93eVCnnUJ7fod8eCi6R8G/icu9fHzEq14RgSGVpivwv7ue8Dlrr7f8fMih3m4grgmf1dWyx3v9ndR7n7WIJ196K7XwK8RDAMB6RGnZuAcjM7OLzrVIIzxVNqfRJ02Uwzs7zwM9BRZ0qtzxhdrb85wOXh0TfTgB0dXTzJkDJ55O6R+kewU6McWBj+uzNm3neBlcAy4MwUqPUsgj3xK4HvJruesKaTCH5CvhezDs8i6P9+AVge/j8w2bXG1HwK8Kfw9vjwD2YF8HsgOwXqOxIoC9fp08CAVFyfwI+AD4BFwMNAdiqsT+B3BPsNWgi2hK/qav0RdIncHv5NvU9wFFEy60yJPNIQCCIiERe5rhsREflHCnoRkYhT0IuIRJyCXkQk4hT0IiIRp6CXlGVmPzSzR5K4/H83sy1mtilZNfQ1ZvaAmf17Dz+nm9nE+Oc3s5PNbFlPLiuq+uSZsSK9zcxKgK8DY9w92WetSifc/TXg4D02FG3R93XhSIOyB91YT2OArYmGfNTfh/BMU+VFH6U3rheZ2U1mttLMas1siZmdF96fbWbbzWxKTNshZtZgZkPD6bPNbGHY7g0zOzym7Roz+7aZvQfsNLOMrpYVtk83s/8KuyFWm9kN4c/hjHB+oZndZ2YbzWx92GXR6djYYXfKE2b2ULisxWZWGjN/18/scDr2p/YpZlZhZt+y4AING83sXDM7y8w+NLNqM/tO3CJzLLjgRa2ZvW1mR8Q890gze9LMqsLX9bW4Omeb2SNmVgN8qZPXUhi+jiozW2tm3zOzNDM7jWAc8ZFmVmdmD3Ty2I7X8u2wa+e34f3XWHAxiWozm2NmI2Mec4KZzTezHeH/J8TMezlc72+Ey/yjmQ0ys0fNrCZsPzZsa2b283Ad7rDgohZT6ET4vD8xs7fCts+Y2cCY+dPCZW43s3fN7JS4x/7YzF4H6gnOko1//qPC96XWzB4nGHeoY94rZvb58PZJ4WfjrHD6NDNbGNP2SgsuyrLNzJ43szGdvZ7O3oOY6TVm9o1wfewIPzex9Xwr/MxtMLOr4z+rkZbs066j/A+4kGAkwDTgIoKRC0eE8+4HfhzT9isEF6eAYLTDzcBUggtAXAGsITz9PLy9kGBQpNwElnU9wbglowhOv/8bwTAHGeH8p4G7CEYsHEpwyvt1XbymHwKNBMMipAM/Ad6Mme/AxJjpB4B/D2+fQjCC3y1AJnANwRC+s4B8goswNALjY5bVQjDWSibwDWB1eDuNYBjdW4AsghBaBZwR99hzw7a5nbyWhwjGSMkHxhIMR3FVTK0Vu3lvO17LbQRDBeQSjN2+JXz/soFfAa+G7QcSXLjjMoIu0y+G04PC+S8TnC4/ASgM368PCQYbywhr/W3Y9ozwtRcRnPJ/SMd73UmdLwPrgSnh+/sk8Eg4rxjYGr6XacDp4fSQmMeuC9+XDCAz7rmzgLXAv4bvyQXhOu94v28FfhXe/g7B6f63xcz7RXj73PC1HxIu53vAG519pvj456kipt0ags/uyHB9LwWuD+dNBzaFryWPYIiHf/isRvlf0gs4kP4RhPOM8PZpwKqYea8Dl4e37wD+b9xjlwGfCm+vAa7ci2W9SExwh8v28I9qGNBETBAShNBLXTzvD4G/xUxPBhpipvcU9A1AejidH7afGtN+AXBuzLJiv0TSCMYSOZngS3BdXG0381EY/pAwZLt4Henh654cc991wMsxte4p6JuBnJj77gP+I2a6P0HwjSUI+LfinmMu8KXw9svEjHcE/BfwXMz0OcDC8PY/EXwJTAPS9vA5eBn4adz71Ry+/m8DD8e1fx64Iuaxt+7muT9JMOKixdz3Rsz7fSrwXnj7z8DVHe8n8Apwfnj7OcIv2Jj3uZ5g/8g/fKY6+TzFB/2lMdP/QTi2DMGG1U9i5k3kAAp6dd30IjO73D7qftlOsFU1OJz9IsHVfKaGP1OPBP4QzhsDfL3jceFjSwi2VDrEXrRgT8saGdc+9vYYgq2xjTGPvYvdXwgj9iiUeoLulUT7qLe6e1t4uyH8vzJmfgNBQH6sVndvJxgsamRY98i4dfQdgi+ujz22E4P5aIu0w1r27uIPVe7eGDM9Mvb53L2OYAu5OH5eF8uLXw+drhd3fxH4NcHgXZVmdrcFV7LqSux6WEvwfg8mWIcXxq3Dk4ARXTw23khgvYfJGfP8HeYCB5nZMILP90NAiZkNJria0qthuzHAL2JqqCb4pdKdC3HEfzY7Pku7+xuIvEjvQEqmMLzvIdiqmevubWGfpEEQWmb2BMHWcyXB6Iu14cPLCbp1frybRez649rTsgi2gkfFPDZ2HOxygi3bwf7RlYT2RT3BT+MOwwnCubt21WrBzsCOcbtbCcZPn7Sbx+5uxL4tBFvbYwi6SQBGE3RzJCr++TeEz9dRbz+CURbXx8+LWd6f92J5Hy3Y/ZfALy3Yp/ME8E3g+100j32/RxO87i0E7/3D7n7N7ha1m3kbgWIzs5iwH03QRYO715vZAoLr+i5y92YzewP4N2Clu28JH9PxeX+U3rO7v4HI0xZ97+lH8EfScSGHLxNsZceaRdCffkl4u8M9wPXh1r6ZWT8z+6yZ5XdzWU8AN5pZsQVXof92xwwPxur+C/BfZlZgwc7ICWb2qe69bBYCF1uwA3g60N3n6XCMmZ0f/mL4PwRfSm8S9MXWWLAzNDdc3hQzOzaRJw1/VTwB/NjM8sMvy38D9uW4/VnAl83sSDPLBv4fMM/d1wDPEmzdXmzBzvOLCLpR/rS3CzGzY8PPRibBvphGoG03D7nUzCabWR5B3/js8PU/ApxjZmeE6y8n3ME5ajfPFWsuwRfu18LXdD4fv+7pK8AN4f8QdAfFTgPcCdxsZoeGr6/QzC5MsIZEPUHw3hwSrodbevj5U5qCvpe4+xKCfta5BFvshxH0w8e2mUfwhzqSj64libuXEeyo/DXBDrsVdHLUyF4s6x6CMH8PeIcgdFr5KBwuJ+jGWBIubzb/+PN9b9xI0J+8neAL7OluPk+HZwi+DDt2ZJ7v7i1hUJ1D0CWwmmAL9V6CHZmJ+irB+l8F/J0gqO/vbqHu/gLBVvWTBFuQEwguioK7byW4ytDXCbpzvgWcHbNVuzcKCN7TbQRdJVsJrvfalYcJ+rY3ERwV87WwpnKCywd+h2AjoZzgl0FCueDBRe3PJ/hsbiN4n56Ka/YKwb6YV7uYxt3/QLBT+zELjpBaROeXMew2d38O+CXBhVRWEPytQLDhEHkaj/4AZGZnEuyk2uMhbNK3mdnLBEfZ3JvsWlKJmR1C8IWS3UNdlilNW/QHgLBr46zw53Ux8AM+2vErckAws/PMLMuCC6HfBvzxQAh5UNAfKIzgMnHbCLpulnKA9VGKEBw+W0Wws7gN+OfklrP/qOtGRCTitEUvIhJxCnoRkYhT0IuIRJyCXkQk4hT0IiIR9/8BxdobeuV4zRcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "sns.distplot(df['AGE'],bins=30,kde=True)\n",
    "plt.xlabel('average number of rooms per dwelling',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "sns.distplot(df['DIS'],bins=30,kde=True)\n",
    "plt.xlabel('weighted distances to five boston employment centres',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "sns.countplot(df['RAD'])\n",
    "plt.xlabel('index of accessibility to radial highways',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "sns.distplot(df['TAX'],bins=30,kde=True)\n",
    "plt.xlabel('full-value property-tax rate per $10,000',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "sns.countplot(df['PTRATIO'])\n",
    "plt.xlabel('pupil-teacher ration by town',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "sns.distplot(df['B'],bins=30,kde=True)\n",
    "plt.xlabel('proportion of blacks',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "sns.distplot(df['LSTAT'],bins=30,kde=True)\n",
    "plt.xlabel('lower status of the population',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 两两特征之间的相关性\n",
    "\n",
    "1. 数值特征——数值特征\n",
    "\n",
    "1.1 相关矩阵：两个数值特征之间的关系可用相关矩阵来查看他们的相关性。这一信息很重要，因为有些机器学习算法（如普通最小二乘线性回归）不能很好地处理高度相关的输入变量。如果特征之间高度相关，可考虑进行PCA降维（特征层面）或正则项（模型层面）。可用DataFrame的**corr（）**方法先计算出每对特征间的相关矩阵，然后将所得的相关矩阵传给seaborn的**heatmap（）**方法，渲染出一个基于色彩编码的矩阵。\n",
    "\n",
    "1.2 散点图（scatter）：将两个数值变量的值显示为二维空间中的笛卡尔坐标。\n",
    "\n",
    "2. 数值特征——类别特征\n",
    "\n",
    "在散点图中将数据点通过色彩或尺寸进行编码，以便在同一张图像中包括第三个类别变量的值。也可以用**implot（）**函数的**hue**参数来制定感兴趣的类别特征。\n",
    "\n",
    "3. 类别特征——类别特征\n",
    "\n",
    "通过设置参数**hue**，在图形中加入类别维度\n",
    "\n",
    "除了使用图形进行类别分析之外，还可以使用统计学的传统工具：列联表（contingency table），又称为交叉制表（cross tabulation），使用表格形式表示多个类别变量的频率分布。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 相关矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e63d55f278>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = df.columns\n",
    "data_corr = df.corr() #corrlation 计算相关系数\n",
    "sns.heatmap(data_corr,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAAIMCAYAAAA+d4CxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdd3QUVf/H8ffMbioppJFKL1KT0EE6UpSiKBZEmoD6qCAIYkMREAV7Q7A+iqiAIoIICKEX6SWo9BIC6cmmk7Jlfn9sSLJJCPhzNwGf7+ucnJPdubP7yZ07M3fv3J0omqYhhBBCCCGE+OfU6g4ghBBCCCHEv4V0roUQQgghhLAT6VwLIYQQQghhJ9K5FkIIIYQQwk6kcy2EEEIIIYSdSOdaCCGEEEIIO5HOtRBCCCGE+J+kKMp/FUVJVhTlz6ssVxRF+VBRlDOKohxVFKXNtV5TOtdCCCGEEOJ/1dfA7ZUsvwNoXPTzKLDwWi8onWshhBBCCPE/SdO07YChkiJ3Ad9oVnuAmoqiBFf2mtK5FkIIIYQQomKhwMVSjy8VPXdVeofGuUEYU8/dFP/j/a42E6o7QqWGmX2rO8I1TcneV90RrsvHNdpXd4RrWuacXd0Rrsutmld1R7gmj5viCAT3hV+8dqFqlpeqq+4I1+3DpMDqjlCphqYbvy7rGk3VHeG6XHS6ObpTj1z6VqnuDKVVRf/MOaDhY1inc1zxmaZpn/2Nl6iozirNfXO0BiGEEEIIIf6moo703+lMl3UJqF3qcRgQX9kK0rkWQgghhBBVz2Ku7gTX4xdggqIoS4GOQKamaQmVrSCdayGEEEII8T9JUZQlQE/AX1GUS8ArgBOApmmfAGuBAcAZ4DLw8LVeUzrXQgghhBCi6mmW6k6ApmkPXmO5Bjz5d15T7hYihBBCCCGEncjItRBCCCGEqHqW6h+5dgQZuRZCCCGEEMJOZORaCCGEEEJUOe0GmHPtCDJyLYQQQgghhJ3IyLUQQgghhKh6MudaCCGEEEIIURkZuRZCCCGEEFXvXzrnWjrXf8NLr7/L9l378PWpycpvP6nuOAC07dGWx2Y+hqpTWb90PT8u+NFm+d3j76b/g/0xm8xkGjJ5/5n3SY5LrpJsIT3DaT97JIqqcmbJVv78eHWF5eoMbE/Pzyax5o6XSTt6HhcfD3p89hR+EQ04+8N29r30jV1z9e7TjdffmI6q0/Htoh/58L3PbJY7Ozux4NO3CG/dgnRDBuPHTOZibBy164Ty+/51nDl9HoCD+4/wzNOvAODk5MQbb8+gS7cOWCwar81+l19/2WC3zEG9wmk9eySKTuXc91s5Mb/iugwb2IEuX0xiw+0vkR59nsDuLQmfPgzVSY/FaCJ69vck7zpmt1ylte7RhrGvjEfV6di4dAM/L/zJZvng8XfRZ1hfzCYLWYZMPp72ISlxKdRrXp/HXnscNw93LGYLP83/gV2/7nRIRoB6PcLpPdNal38s3cq+BbZ1GTGiN5Gj+qKZLRRezifq+S9JOx2PV5g/D29+k/Sz1v96G3/4DBtf/MohGWv3DKdLUcbjS7ZypEzG5iN602K0NaMxN5/tz39J+ul4VL2OHm+Ox79VPVSdyqmfdnL4KvvdP+XUtgM1Hp0Iqkr+hjXk//h9uTLOXXvh9tAY0DTM58+S89arqAGBeL70Kqgq6PTkr15BwbpfHJIRwKVTe2pOmYCiquT+spbsb5bYLHcf2B/viY9hTkkFIOfHlVz+ZS0A3hMexbVLJ1AU8vcdJPPd+Q7LWVqTHhHcNWMUik5l37ItbF1oWz+dHupD55F90SwWCnLz+emFL0g+E+fwXLV7hnPrLGu7PLFkK0fKtK1mI3rTYkypdvncl2Scjkd10tF93jj8I+qDxcKuV74lYfdxh2T07xVBszmjQady6bvNnP+o4rYVOKgjrb98mt/7vUhW9DkAPJrXoeVb49F5uIGmsbv/dCwFRofkDOsZTueiujy5ZCvRFdRl81J1uaNUXXadN46AiPpoFgu7HViXVeLm+Pfnf1uVda4VRQkC3gfaAwVADDAZiAZOAs7AAWCcpmlGRVF6As9omjZIUZQxwFdAH03TNhW93t3ACuA+TdOWV8XfMGRAX4YPvZMXX327Kt7umlRV5Yk5TzD9oemkJqTy/ur32RO1h4unLxaXOfvXWSYNnERBfgEDRgxg7ItjmffkPIdnU1SFjq+NJurBeVxOMDBg7WwubjhI5ul4m3L6Gq40G9uflENnip8z5xs58uZyajYNo+YtYXbNpaoqb7zzCvfe9TDxcYlEbf2J39Zu4tTJs8VlHhp1HxkZmXSI7MvdQwfyyqxpjH94MgAx52Pp1fWucq87ZdrjpKSm0bFNfxRFwcenpt0yK6pC29fHsPWBueQlGOi77lXiNxwi65TtyVRfw5XG4/uTdrCkLgsM2ewY9Tb5SRl43xJG9yXPsbrNRLtlu0JVVR559TFmPTSDtMQ03vzlHfZv3MelUm3x/F/nmDZoCoX5hfQfcQejXhjDOxPeoiCvgA+ffo+EmAR8avny9pp3Obz9MJezcu2eU1EV+swZzY8PzSM7wcCI1bM5G3WQtFLt8vjK3UR/uxmAhn3b0PPlEfw06k0AMi8k8c0d0+2eq2zGrnNG8+vweeQmGLjn19lciDpIeqmMp1fu5lhRxrp929B5xgjWjnyTBoM6oHPR82PfF9C7OvPA5jc4s2o32ZdS7RtSVanx+GSyXpqKJTUF7/c+xbhnF+aLF0qKhITidv9DZE17Ei0nB8Xbuk9Y0tPInPokmIzg6kbNBV9RuHcXmiHNvhmLcvpMm0TKxGmYk1Oo9fVC8nb8jun8BZtieRu3kvH2hzbPObdqgXN4S5IeGg9AwGcf4NImgoJD0fbPWYqiKtw9+2E+H/E6mYlpTPzlNY5FHbTpPB9etYs9320EoHmftgx+eSRfjnbscV1RFbrMGc2aK+1yzWxiNhwko1S7PLNyN8dLtctbXxnB2hFv0mx4LwCW93kBVz8vBiyexoqBM0DT7BtSVWg+byz773+N/Pg0Oq9/neT1B8ktc6zU1XCl7vjbyTh4uuTv06lEfPwkR5/8mOxjsTj5eGAxmuyb78p7FdXl2qK6HLJmNhcqqcs6fdvQ6ZUR/DbiTZoW1eVPRXV5++JprHREXYp/pErmXCuKogA/A1s1TWuoaVpz4EUgEDiraVok0AoIA+6/ysv8AZT+F5XDsHbMq0y7yFZ4e3lW5VtWqklkE+Jj4kmMTcRkNLF99XY69+tsU+bo7qMU5BcAcOLwCfyD/askm1/rhmTHJJETm4LFaCZm1R5q929brlzks/fy58JfMeeXjA6Y8gpI3n8KswNGDNq0C+f8uQtciLmI0Wjk55/WcMfAPjZl7hh4G0uX/AzALyt/o1vPzhW9lI3hI4bywTufAqBpGgZDut0y+xbVZW5RXcau2kNoBXXZ6rl7OfHxr5gLCoufy/jzAvlJGQBknryEzsUJ1dn+n6kbRTYmISaBpItJmIwmdq7eQYe+HW3K/Ln7DwrzrdlOHT6JX1FbTDgfT0KMdTQ4PdlAZmom3r5eds8IEBTZkPSYJDKL6vLE6j007Gdbl4U5ecW/O7m5VPlJq1ZkQ7Jiksguynj2lz3UK5PRWDqje6mMGujdXFB0KjpXZ8xGk83fYy/6Js0wx8dhSUwAk4mC7Ztx6tTVpoxr/8Hk//ozWk6ONVqmtR1iMlk71oDi5ASK405Dzs2bYroUhznemjMvajNu3W+9vpU1DcXFGZz0KE5OKHo9Zjvu11dTO7IRqRcSMVxMxmw0E716Ny36tbMpU1Bqmzq7u6BVQRst2y7PrKq8XepL5fJpHErcrr8AyE/LojDrMgER9e2esWabRlw+n0jehWQ0o5nElb8TeHu7cuUaP38/5z9ejaXUecevZzjZx2LJPhZr/VvSc8DimHoNKLuPr9pD3evcx2s2DiW+CuqyymgWx/9Ug6r6QmMvwKhpWvFcCk3TjgAXSz02A/uA0Ku8xg6gg6IoToqieACNgCOOi3zj8wvyIzW+ZEQqNSEVv0C/q5bv/0B/Dmw5UBXRcA/yITfeUPz4coIB9yAfmzK+LepSI9iXuI1VtxmDgwOJv5RY/Dg+PpHgkMByZeIuWTt7ZrOZrKxsfH2t2evUDWPzjpX8svZbOnW2HrS9vK0fuF54aTKbt//Ml4s+ICDg6tvh73IL8iUvrmRU73KCAbcydVmzZV3cQvxI2Hj4qq8TNrAD6X9ewFJo/9EYvyA/0hJK2mJaQiq+QVevg9se6MuhrQfLPd8oojF6Zz2JFxIrWOuf8wzyIbtUu8xJMOAZ6FOuXOSoPozf8Q7dXxzGpldKpiV51w5g5No5PPDDdEI73OKQjDWCfMgpk7FGUPmMLUb34cGd79DpxWHsmmHNeG7NPkx5BYw6OJ8Re98n+tO1FGTY/wqA6uePJbVkepklNQWdn+0Hd11oGLrQ2ni9NR+vdxbg1LZDyfr+AXjP/y8+X/9I3vLvHTNqDehq+WNOKslpTk5FFxBQrpxbr27U+vZzfOe+gq6WdXnhn8coOHiEkDXLCV77I/l79mOKiXVIztK8A33IjC+pj8yENLwqaKOdR/bluW3vM+D54fwyc5HDc7kH+5CTUNIucxMN1AiuuF0O2/kOnaaXtMu047HU7dcGRafiWTsA/1b18Aix3zHyCpcgX/JK1V1+vAGXIF+bMp4t6+Ea4kdK1CGb52s0DEbToN3SF+gcNZf6Tw62e77i97rOumw+ug8P7HyHDtOH8XtRXRoqqMsaDqhL8c9UVee6JVD+TFqKoiiuQEfgt6sU0YCNQH/gLqDSSXqKojyqKMoBRVEOfFFmjt2/hfWCgK2rjWD0ursXjcMbs/zTKplBU2E2NJsCtJs5ggOzy8/TdKTrqbMKy6CRlJhMZIue9O42hJdfnMunX76Dh2cN9Do9oWHB7N1zkN7d7+bAviPMeu15O4au4LnSmRWF1rNGcGTmd1d9Ca8moUS8NIwDz35pv1w2KtreFbfF7nf3pFGrRqz8dIXN8z61fJj03tPMf+ZDx43EVbj9yxc78s1Gvug2le1zl9L5qSEA5CZn8GmnySwe8BJbX/2OgR8+gbOHW7Vl/GvRRpZ0ncqeuUtpU5SxVmQDNLOFxe0m8t2tU4h4dACedcp3Jh2SsewTOh26kDCynp9EzpuzqfHUNJQaHoC1M545YSzpjwzH9bbbUWqW71jYKWj5p8pUZv6O3SQMGU7yiEco2HcIn1es+64uLAR9vTokDL6fhEH349KuNc6R4Q7KWTryNY6dRXYvjuKNHpNZO+97ek+82/GxKqzL8k/9tWgjS7tOZe/rJe3yxNJt1qkka1/l1pkjSDp4GovJAXNtKzpWYnusbDZ7FCdnflt+VZ0On463EP3EfPbe+QqBA9rj262l/TNeLWgFdXls0UaWdZ3KvteX0rqoLk8W1eXda1+lU1Fdao6oy6pisTj+pxrcCLfia6goyhEgDYjVNO1oJWWXYp0OMgyotMesadpnmqa10zSt3fhRD1ZW9KaVmpCKf0jJaJF/sD+GZEO5cpFdI3lgwgPMGjcLkwNGLSuSm2CgRkjJiIF7sC+Xk0ouqTp5uFKzaRj9l0/nnj3vEdCmIb2+moJfuGMvb8XHJxISFlT8OCQkiMSE5HJlQsOCAdDpdHh5eZJuyKCw0Ei6wXppO/rIX8Scj6VRo/oYDOnk5l5mzeooAFatXEd4RHO7Zc5LMOAWWjIy4R7sS17RVA+w1qV309r0XvESg/a9j1+bRnT7eio+RZcK3YJ96frfp9n71CfkXnDMl1nTElOLp3kA+AX7Y0gq3xbDu0Rw74T7mDt+jk1bdPNwY/pXM/j+7e84dfikQzICZCcY8CzVLj2CfclJvvql/hO/7KFR0eVac6GJ/AzrFIekP2LIvJCMT4Ogq677/5WbYMCjTMbS+05ZZ1btoV7RNKFGQ24ldutRLCYz+WlZJB44Ra3wBnbPaElNQfWvVfxY9Q/AkpZarkzh3p1gNmNJSsRy6SJqiO13KDRDGqbYGJxaOKbTak5OQRdYklNXyx9zapmcWVlgtE4PyF21BuemjQFw69mNwj+PoeXlo+Xlk797H84tmzkkZ2mZiQa8S41Eegf7kVVJG41evZsWfctPfbC33AQDHsEl7bJGkC+5idfXLjWzhd2zvuOn/tNZP+49nL3cyTxv/6tTBQkG3ErVnWuILwWlMuo9XPFoGkaHFTPosf8jvNs2os03z+AV0YD8hDTSfz+O0ZCNJa+QlI1H8GpVz+4Z4e/X5dkydbln1nes6D+dqHHv4eKguhT/TFV1rv8Cyk8Stboy57oR0ElRlDuv9iKapu3DOgrur2naKfvHvLmcij5FSP0QAmsHonfS031wd/ZE7bEp06BFAybOncjscbPJTMussmxpR87hWT8Ij9oBqE466t3ViYsbSi7DGbPz+KHV46zo9DQrOj1NyqGzbHn4XdKOnndorsMH/6BBg3rUqRuGk5MTdw8dyG9rN9mU+W3tZoY9aB0JunPI7ezYthsAPz8fVNW6y9StV5sGDesRE2Od2bThty107WadY9y9R2dOnjiDvRiK6rJGUV3WuasTcetLLgQZs/NY2eI//NphMr92mEzaoTPsGPMO6dHncfJyp/viZzg6dxmp+x23y5yJPk1w/RBqFbXFroO7sT9qr02Z+i0a8J+5TzB33Bybtqh30vPcZy+y9act7F67y2EZARKjz+FTPwjvorpsOrgTZ8tcHq5Zr2SaUIPbIkmPsZ643Hw9UVTriJN3nQBq1g8k0wEfVpKjz+FdLwjPoowN7+xETJmM3qUy1r0tksyijDlxaYR2aQFY517Xat2I9DO2XyK2B9OpE+hCw1ADg0Cvx6V7b4x7bbdd4Z6d6Fu1BkDx8kYNrY0lMR7VLwCcna3Pe3jg1Lwl5ksXy72HPRQeP4G+dii6YGtOt769ydu+26aM6lfSyXHtdivGoqkf5sQkXFpHgE4FnQ6X1hFVMi3kUvRZ/OsF4RMWgM5JR8TgzhyLsr3w61+v5ENd096tSYtxfOcqOfoc3vVL2mWjuzpxoUy79Kpv2y6zijp9eldn9G4uAIR2a4lmsth8ec9eMg+fxb1BEG51AlCcdAQNuZXkUsdKU3Yem5s/yrb2E9nWfiKZB89waNTbZEWfI3XLUTya10F1c0bRqfjc2qzcFyHtJSX6HF6l6rLhXZ2IraQu69wWWdyB1pWpS4uD6rKqaJrF4T/VoaruFrIZeF1RlEc0TfscQFGU9oD7lQKapiUoivI88AKVT/l4Ach3ZNirmfbKPPYfPkpGRha3DRnBE+NGMnRw/+qIAoDFbGHhywuZs3gOqk5lw7INxJ6KZcSUEZz+4zR7o/Yybvo4XN1deWHhCwCkxKcwe9xsh2fTzBb2vbSIPt8/a70V37JtZJ6KI+KZoaRFn+dSmQNJWffseQ8nDzdUZz21b2/HxgfnlbvTyP+H2Wzm+Wmz+fHnL1F1Or5fvJyTJ87w/PSnOHLoT35bt5nvvvmRBZ+9xb4jUWSkZ/LIw08D0LlLe56fPgmTyYzFbOaZyTPISLd2EmfNeIuFn73FnHkvkpaazsQn7DctRDNbOPTi1/RY8pz1VnxLt5F1Ko6W04ZiiD5P/Iar12Xjsf3wqB9I88l303yy9QPDtmHzKEjLsls+sLbFL2Z8yoxvZqLqVDb9sJGLpy8ybMpwzh49w/6N+xj14hhc3d14ZsFzAKTGpzB3/GvcOqgrzTu0wLOmJ73u7Q3AR898QMwx+3/Q0swWNr28iKGLn0XVqfyxbBtpp+LoMmUoiX+c52zUIVqP6Ufdri2wGM3kZ+aybor1i6phHZvSZepQLCYzmlkj6sWvyM+0/3xmzWxh58uLGPjts9bbdC3bRvqpONpNHUrK0fNciDpEyzH9CO3aAovJTEFmLluetmb8c1EUvd55lPs3zgNF4eQP2zGccEDH1WImd+H7eL36NqgqBVFrMcfG4DZiLKbTJzDu/R3jwX04tW6P98JFYLFw+b8L0bKz0Ee2w3P8E9bpGYpC3oplmC+cs39GALOFjLc/wv/DN1BUHbmr12E6H4PXo2MoPH6K/B2/4/HAPbh1uxXNbMaSlUX67DcAyNu8HZd2rQn87ktAI3/3fvJ37q78/ezAYrawasbXjP/mBVSdyv4ftpJ0+hL9nr6XS3+c59jGg9w6uh+NurTCYjKRl5nLsqkLHZ7rSrsc8J31mF7cLp8ZSkp05e3S1d+Lgd89h2axkJuYzuZJjsmrmS0ce+Er2i19EUWncmnJFnJOXqLRs/eRGX2OlPVXn51qyswl5pM1dP7tNQBSNh4mpZLvsPzTnL+/vIg7ytRl26K6jI06RIsydbmtqC7d/L24o6guLyems9VBdSn+GaUqvmUMoChKCNZb8bXF2jmOwXorvp81TWtZVEbB+iXFCYAO21vxtdM0bUKZ1/wa+PVat+Izpp67Ke5Rc1ebCdcuVI2GmX2vXaiaTcneV90RrsvHNdpXd4RrWuacXd0RrsutmmPuLGJPHjfFEQjuC3fMCLI95aXqqjvCdfswKfDahapRQ9ONX5d1HXQ7PHu76HRz/NuQRy59W+HM9OpScPp3hx8dXRrfWuV/c5W1Bk3T4qn4NnstS5XRgIhSy7YWPf818HUFrznGjhGFEEIIIYT4R26Oj1pCCCGEEOLf5V/6789vhLuFCCGEEEII8a8gI9dCCCGEEKLqWW7ie3RXQkauhRBCCCGEsBMZuRZCCCGEEFVP5lwLIYQQQgghKiMj10IIIYQQoupZZORaCCGEEEIIUQkZuRZCCCGEEFVP5lwLIYQQQgghKiMj10IIIYQQour9S+dcS+f6BrLq0PzqjlCp0x0nVneEa9ru2pjOSSeqO8Y13eKcXd0RrmkGsEzxqO4Y13SvT1J1R7gmn4ib5QSix5Rqqu4Q/xr1zLrqjlCppdz4+w5OMN4SWN0prilH5gH8v2jav/OfyPxPdK7vajOhuiNc043esRZC/G94+6/Q6o5QqZulDxNqvlmS3thuho61EGX9T3SuhRBCCCHEDUa+0CiEEEIIIYSojIxcCyGEEEKIqvcv/UKjjFwLIYQQQghhJzJyLYQQQgghqp7MuRZCCCGEEEJURkauhRBCCCFE1bP8O+9zLSPXQgghhBBC2ImMXAshhBBCiKonc66FEEIIIYQQlZGRayGEEEIIUfXkPtdCCCGEEEKIysjIdSXa9mjLYzMfQ9WprF+6nh8X/Giz/O7xd9P/wf6YTWYyDZm8/8z7JMclV1PaEi+9/i7bd+3D16cmK7/9pNpy1OjelqCXH0XRqaQv20Dap7b15z20D4HPjcWUlAaAYfFqMn7YgFNIAGELX0JRVdDrSP9mNelL1tkt1219uvPGmy+j0+n4ZtEy3nv3U5vlzs7OfPr520RGtsRgSOfh0U8RGxtXvDwsLJi9B9Yz7/UP+ejDL3BxcWbd+qU4uzij1+tYtfI35r72gd3yAnj2aEPoK+NRdDrSlm4geeFPNst97+1NyIsPY0y01mXKN2swLI3CrXl9wl57HNXDHcwWkub/QMavO+2a7YomPcIZNGMUqk5l/7ItbFu42mZ5h4duo/PIvlgsFgpzC/j5hS9IPhOHe00Phi+cRFh4Qw4t384vr3ztkHxXuN3aDt9nnwBVJefndWR+tcxmuced/fCZ/AjmFGtdZi1dRc7P63BtF4HvtMeLyznVq03K869xecvvds+ob9Ue14eeBFXFuG0tBWuWlivj1KEHLkNGAxrm2LPkffI6AIpvLdzGTUX1DQANct99AS01ye4Zb5bt3bhHOAOLch5YtoXtFeTsOLIvmsVCQW4BK1/4gpQzcbgV5QwNb8jh5dtZ7cCctXuG03XmSFSdyrElWzm8wDZjixG9aTm6L5rZgjE3n63Pf0n66XhUvY6eb44noFU9VJ3KyZ92cujj1Vd5l3+ufc92TJj1BDqdypol61jyse2+E96xFU/OfJyGzRow+8nX2L5mR/Gyx6aPp1PvjiiqysEdB/loxgKHZAzuGU67V0eiqCpnlmzl2PyK66P2wPZ0/3wS625/GcPR8zj7eNDts6fwi2zAuR+2c2D6Nw7Jd0XdHuH0LNrmfy7dyv4y2zx8RG8iRvXFYrZgvJzPxue/xHA6HgD/prW5be5YXDzd0Cwa3w+egbnA6NC8DvMvnXN9w3WuFUW5G3ilzNPhwJPAAuApTdM+Kio7HzigadrX9s6hqipPzHmC6Q9NJzUhlfdXv8+eqD1cPH2xuMzZv84yaeAkCvILGDBiAGNfHMu8J+fZO8rfNmRAX4YPvZMXX327+kKoKsEzH+fC6JcwJqbS4Of3yN60h8IzF22KZa3ZTuIs2w8AxpR0Yu6bilZoQnF3peG6BWRv2osp2WCHWCrvvDuTIXeOJi4ukS3bf2bt2k2cPHGmuMyo0feRkZFJ64jeDL13ELNefY6HRz9VvHzuGy+xMWpb8eOCgkIGDxxBbu5l9Ho966OWEbVhGwf2H/nHeYtCE/bqY5x9aAbGxDSa/PIOmRv3UXDati7Tf91J3AzbDwqWvAIuPP0ehTEJ6Gv5csuad8nefhhzVq59shVRVIU7Zz/MlyPmkpWYxpO/zOF41CGSz5R8KIle9Tv7vtsEQLM+bRj48gi+Gv0GxgIjUe8sJ/CWMIKa1LZrrnJUFd8XJpL0n+cwJaUS8t18Lm/bjfFcrE2x3A3bMMybb/Nc/oFo4h/4j/VlvDwJXf01ebsP2j+jouI66ily33wWzZCCx8wFGA/vxhJ/oeTPCAzFZdCD5Mx5Ci7noHjWLF7m/uhzFKz+HtNfB8HFFTTNARFvju2tqAqDZz/MV0U5Hy/KmXKVnE37tGHAyyNYNPoNTAVGNhblDHRgTkVV6D5nNKuHzyMnwcC9v84mJuog6UUdKYBTK3fz17ebAajXtw1dZozg15Fv0nBQB3Quepb1fQG9qzPDNr/B6VW7yb6Uavecqqoyac5Epg1/jpSEVD5ZM5/fN+zmwumSfScpLpk3przFA4/dZ7Nui7bNadmuJeP6PgbAhz+/R0TncKJ3H7VrRkVVaP/6aDYPm8flBAO3r53NpfUHySpVl2MeTKwAACAASURBVAD6Gq40Hdef1IMlx31zvpGjby2n5i1heDcNs2uuinL2njOaFQ/NIzvBwPDVszkbdbC48wxwYuVujhZt8wZ929Dj5RH8POpNFJ3K7R88zm+TPyH1eCyuNT2wGE0OzSv+vhtuWoimaT9rmhZ55Qdrh3oHsB5IBiYpiuLs6BxNIpsQHxNPYmwiJqOJ7au307lfZ5syR3cfpSC/AIATh0/gH+zv6FjXpV1kK7y9PKs1g1tEEwovxGO8mAhGE5m/bsezT6frW9loQiu0HixUZycUVbFbrrbtIjh37gIxMRcxGo2sWP4rAwf2sSkzYGAfvv9uBQArf15Hj54l233goL7EnL/I8eOnbdbJzb0MgJOTHicnPZodOzTukY0piEmg8GISmtFE+uodePfteF3rFpyPpzAmAQBTsgFTaiY6Xy+7ZbuidmQj0i4kkX4xGbPRTPTq3TTr19Y2S05e8e/O7i7FdWTMK+DCgZOYqmDkxaXlLZguxmOKSwSTidz1W3Hveevffh33vt3I27UfrWj/tyddg6ZYkuLQUhLAbMK4dwtObWwzOvcYSMGmX+ByDgBadgYAakhd0OmsHWuAgnwotH/Gm2V7h0U2wlAq59HryEmZnEYH56wV2ZDMmCSyYlOwGM2c+WUP9ctkNJbKqC9Vl5oGTm4uKDoVnaszFqOJwlJl7alp5C3Ex8STUHRO3LxqK1362bbLpEtJnDt+HovF9vinaRrOLk7onfU4OTuh1+tJT8mwe0a/1g3Jjkkip6guL6zaQ+3+bcuVi3j2Xo4t+NVmtNecV0DKvlNVMgIcFNmQjJgkMotynly9h4Zltnnp7ejkVrLN63ZvRerxi6Qet36oyc/IQbPY/wN0lbFYHP9TDW64kevSFEVpAswAbsX6QSAF2AWMBj535Hv7BfmRGl/y6T81IZVbIm+5avn+D/TnwJYDjox0U9EH+mFMKKk/U2IqbhHl68/z9i64d2hJ4fk4El/7HFPROvpgf+p8MRPnusEkzfuvXUatAUJCAom7lFD8OC4ukXbtI2zKBIcEFZcxm81kZWbj6+dDfl4+k59+lCF3jmbipPE266iqyradq2jQoC5ffPYtBw9E2yUvgFOQbV0aE1Jxb12+Lmve0RmPDi0oOB9H3OwvbdYBcI9ojOKsp/BCot2yXeEV6ENmfFrx46wEA7UjG5Ur12lkX7qOH4DOSc8Xw1+ze45r0dXyx5SYUvzYlJSKS6um5cq539YV1zatMF64hOHtTzAnpdgsr9G/J1mLfyq3nj0oPv5ohpL3sxhS0DVsZlNGDbKOrDm/9AEoKgUrv8H0x37UoDC0y7m4T5yJGhCE6a9D5P/whd0vvd4s2/t6c3Yc2ZcuRTn/W8U5awT5kBNfcnzLSTAQ2LphuXItR/ch4pE70DnpWfWAdQrQuTX7qN+vDWMOzkfv5syuWd9RkGHfq1JX+Af7k5xQ0i5TElNp1rr8vlORY4eOc/j3aH46uAwUhZVfryL2TOy1V/yb3IJ8uFyqLi8nGPBrY1uXPi3r4h7iS9zGIzT7z0C7Z7geHkE+ZJfZ5kGR5bd5xKg+tCna5suHWbe5T4MgQOPuxc/i5uvFqdW7OfDJmqqKLq7TDTdyfYWiKE7A98AzmqaV3gvnAVMVRdFdY/1HFUU5oCjKgdicv78TK0r50dKrjUb2ursXjcMbs/zT5X/7ff61Kqi/snI27eVMj4c5N3ACubuOEPrWlOJlpoRUzg2cwJnej1DzntvQ+dWs5JX+TqyKtmvZMuXX0zSNF6dPZsHHXxWPUpdmsVjodutgmt/ShTbtImjWvIld8hYlqiiQzcPMjfs51mU8J29/iuyd0dR5d7LNcn0tH+q89zSxz3zokGkCFVVaRfvLnsVRvN3jaX6bt4TeE4fYP8e1VLxxbR5e3rabSwNGEn//Y+TvPYz/q9Nsluv8fXFuVJ+83Q76MF3RrlO2LnU61KBQcudO4fLC13AbOxXca4CqQ9+kJXlLPyVn5hOoAcE4devvgIw3x/a+3uP43sVRvNvjadbPW0LPKs55PcckgD8XbeS7rlPZPXcpbZ+yZqwV2QDNbGFRu4l8e+sUIh4dgFedAMfkrKBhXu8VupB6IdRtXIf72j/Ife2G0bpLJOEdW9k7YoV1iWZTgLYzR3Bo1vd2f++/5Tq3efQ3G/mq21R2zF1Kx6Jtrup0hLRrwrqnFvDD0Nk07N+O2l1aODqx4/xLR65v2M418Crwl6ZpNt/k0TTtPLAPGF7ZypqmfaZpWjtN09rV8ajzt988NSEV/5CSaR7+wf4YKhg9jewayQMTHmDWuFmYCmXe0xWmxFScSk2T0Qf5Y0xKsyljzsgunv6Rvmw9ri3LjyiZkg0UnI7Fvb19Dh5xcYmEhgUXPw4NDSIxwfbLXvGlyuh0Ory8PUk3ZNC2fQSzXn2Oo39t4/EnHmbqM4/zyGMjbdbNzMxm54499OnT3S55AYxl6tIp2B9jkm1bLF2XaUs24N6yZBRE9XCjwVczSHj7Oy4fPmm3XKVlJRrwDvErfuwV7EtWcvpVyx9dvZvmfds5JEtlzEkp6INKOh/6QP/iLy5eYcnMBqP10nD2irW4NLP9oOTerweXt+wCk2P+ba9mSEXxLcmo+gagZZTJaEjBeOh3MJvRUhOxJFxEFxiGlp6C+cIZ65QSiwXjoV3o6ja2e8abZXtn/s2cf1RDzpwEAx4hvsWPPYJ9uZx09YynV+2hftFUh8ZDbiV261EsJjN5aVkkHjhFQHgDh+RMSUihVnBJuwwI8ictMa2SNUp0u70Lxw4dJ/9yPvmX89m3ZT/N2zS79op/0+UEA+6l6tI92Je8xJK6dPJwxbtpGH1+ms5de9/Dv01Denw9Bd/w+nbPUpmcBAOeZbZ5biXt8uQvJdNGshMMXNp7gvz0HEz5hcRsiaZWy3qOjiz+phuyc60oSk9gKDDhKkVeB57DgflPRZ8ipH4IgbUD0Tvp6T64O3ui9tiUadCiARPnTmT2uNlkpmU6KspNKe/oKZzrheIUFghOerwHdSdn016bMvoAn+LfPft0pKDoy476ID8UF+u0etXLA7e2zSk8d8kuuQ4dPErDhvWoWzcMJycn7rl3EGvXbrIps3btJoY/dA8AQ+6+g+3bdgNwR79hhLfoQXiLHixc8BXvvL2Qzz9djJ+/L97e1jnurq4u9OzVhVOnztolL8Dl6NO41A/BuXYgipMen8HdyIoqU5e1SurSu28H8s9Y60tx0lP/sxdJ/2kLmWt32S1TWZeiz+JfLwifsAB0TjoiBnfmeJTtl/386gUV/35L79akxth/esq1FPx1En2dUPQhQaDXU6N/Ty4Xbd8rdP6lTs49OmM8b3vly+P2XuSu2+KwjObzJ9AFhqL4B4FOj1PHXhgP296RxHRoF/pmkQAoHl6oQWFYkhMwnzuJUsMTxdMbAH3z1jZfhLSXm2V7x0Wfxa9UzvDBnTlxjZxpVZwzOfoc3vWC8KwdgOqko9GdnTgfdcimjHe9wOLf694WSWZRxpy4NEKLRi31bi4Etm5ExhnbL+/Zy4nok4TWDyWodhB6Jz297+rJ71G7r70ikByXTESncFSdik6vI6JTuM0XIe0l7cg5POsHUaOoLuve1YlLG0rq0pidx08tH2dVx6dZ1fFpUg+dZduYdzEcPW/3LJVJjD6HT/0gvIpy3jK4E+fKbPOapbZ5g9siySja5he2H8W/aR30rs4oOpWwTk0xnI7jZqVpZof/VIcbbs61oig+wFfAcE3Tsisqo2naCUVRjgGDsI5i253FbGHhywuZs3gOqk5lw7INxJ6KZcSUEZz+4zR7o/Yybvo4XN1deWHhCwCkxKcwe9xsR8T5W6a9Mo/9h4+SkZHFbUNG8MS4kQwd7IBLw5UxW0ictZA6X7+KoqpkLI+i4HQsAZNHkPfHaXI27cV39J143NYRzGbMmTnEP/seAC4NaxP44njrdTJFIe2LFRScsk8HwWw288zUWaxY+TU6ncq3i5dz4vhpXnxpMocP/cG6tZtYvOgHPvviHQ5HbyY9PYOxYyZV+ppBgQF88tlbqDodqqry84o1rP/Njp0vs4VLMz6lwTczUXQqhh82kn/6IkFThnP56BmyNu4jYMxgvPp2AJMZU2Y2sc+8D0DNQV3x6NACfU1PfO/tDUDsMx+Qd8y+JxOL2cIvM75m7DfPo+hUDvywleTTcfR5+l7i/jjH8Y2H6Dy6H426tMRsMpGXmcuPUxcWr//szg9w8XBD56Sneb+2/HfkPJs7T9iN2YJh3nwCF8613opv1XqMZy9Q8/HRFBw7Rd623Xg+OAT3np3BZMaclU3qjLeKV9eHBKILCiD/oH3vcmDDYiFv8UfUmPaG9VZ829dhibuAy91jMMecxHR4N6Y/9qNv2Q6P1/8LFjP5yz5Dy80CIH/pp9R4znqnIHPMaQq32n8+5s2yvS1mC6tnfM2YopyHinLeVpTzxMZDdBrdj4ZdWmIpyrm8VM5nSuVs1q8tX42cZ3OnEXvQzBZ2vLyIwd8+i6JTObFsG+mn4mg/dSgpR88TE3WIVmP6Eda1BRaTmYLMXDY9bb0r0B+Louj9zqMM2zgPFIUTP2wn7cTFa7zj/4/FbOHDl+fz5ndzUVWVdcvWE3PqAg8/M5qT0af4PWo3t0Q04dUvZuLh7UHnvp14eMooHr7tEbat2UHrLpH8d+PnaJrG/q372b1xz7Xf9G/SzBYOTF9E7++tdXl26TYyT8URPm0oadHnidtwqNL179r7Hk4ebqjOemr3b8emB+eVu9OIvXJufnkR9yy25vxr2TbSTsXRecpQkv44z7moQ0SO6Uedri0wG63bfP0U6zYvyLzMoS/WMfzX2WiaRsyWaM5vttOdqarDv/SfyCj2vKuBPSiK8gLwEnC6zKIlwEhN01oWlYsADgNjr3UrvgF1BtxYf2QFVh2af+1C1ex0x4nVHeG6dE46Ud0Rrmmb380xR26Z4lHdEa7psZop1y5UzXwibp4TyLxtgdcuVI1uyMutFQg13/hJf9Tsf/9zextvubHb4xXJN9xQZcWejv3WfrffsoO8rf91eP/MrefYKv+bb7jmoGnaXGDuVRa/UapcNDfPcVYIIYQQQpT2L/0nMtI5FUIIIYQQwk5uuJFrIYQQQgjxP+BfOudaRq6FEEIIIYSwExm5FkIIIYQQVU/mXAshhBBCCCEqIyPXQgghhBCi6smcayGEEEIIIURlZORaCCGEEEJUPZlzLYQQQgghhKiMjFwLIYQQQoiqJ3OuhRBCCCGEEJX5nxi5Hmb2re4I13S648TqjnBNjfd+VN0RrotrwwHVHeGamkwKrO4I16XRu3nVHeGavBsbqzvCNekCvKs7wnXJ3pPFU2EJ1R2jUp7dbvzj+RU/fuNW3REqNUh34x+H+jS6VN0RrtupE/7VHeHmIyPXQgghhBBCiMr8T4xcCyGEEEKIG4zcLUQIIYQQQghRGRm5FkIIIYQQVU/mXAshhBBCCCEqIyPXQgghhBCi6smcayGEEEIIIURlZORaCCGEEEJUvX/pnGvpXAshhBBCiKon00KEEEIIIYQQlZGRayGEEEIIUfX+pdNCZORaCCGEEEIIO5GRayGEEEIIUfX+pSPX0rkuI6RnOO1nj0RRVc4s2cqfH6+usFydge3p+dkk1tzxMmlHz+Pi40GPz57CL6IBZ3/Yzr6XvnFYxhrd2xL08qMoOpX0ZRtI+/RHm+XeQ/sQ+NxYTElpABgWrybjhw04hQQQtvAlFFUFvY70b1aTvmSdw3JW5qXX32X7rn34+tRk5befVOl797qtK3PemI5Op/LdN8v56L3PbZY7Ozsx/9M3CI9sQbohg0cfnsLF2DgAmrdowlvvz8bDswaaRaN/r3spKChkyU+fExgYgE6vY+/ugzw/dTYWOx401HotcO45DFQV0x87MO3/zWa5U4/70dVuWvTAGcXNk7wFkwBQPH1x7jsKxdMX0Cj4+UO0rDS7ZbsitGc4nWaNRNWpnFyylaNl9p2mI3rTbExfNLMFY24+u577kozT8ahOOrrMG4d/RH00i4U9r3xL4u7jds93hT6yA+4PTwBVR8GmNRSs/L5cGafOPXG7fwxoGuYLZ8n9YE7JQjd3vN9fROG+neR9+YFDMupuaY3LXY+AqmLcG4Vxy082y53vHIeuYUsAFGcXFA9vcl9+CADX8a+gq9sE8/nj5P93TrnXdhSXju3xmmSt18u/riH32yXlyrj27onHw6MBMJ05S8Ysx+fTNYnEZdBYa13u34Rx2882y50HjkHXoFRd1vAmd/Yo1OB6uAx5FFzcwWLBuGU5pj9+d3hesO5LHYvOQ6eWbOWPq5yH6g5sT+/PJvFL0XnI0er1CKfXzJEoOpU/l25l3wLbXOEjehM5qmgfv5zPhue/xHA6HgD/prXpO3cszp5uaBaN7wbPwFxgdGhe5w4d8JwwAXQ68tas4fL35fd1l5498RgzBjQN49mzZM2pmn3Gp1ckDV59GEWnkvjdJi7NX1lhOf9BnWj2xTMc7v8cOdFnUfQ6Gr/7OB6t6qPodCT9uI1LH/1c4bqi+ti1c60oSo6maR6KotQDzgNPaZr2UdGy+cABTdO+VhTla6AHkAW4AXuAFzRNiyv9OqVedwzQTtO0CYqi3AJ8CtQEXIAdmqY9apf8qkLH10YT9eA8LicYGLB2Nhc3HCSz6OBwhb6GK83G9ifl0Jni58z5Ro68uZyaTcOoeUuYPeJUTFUJnvk4F0a/hDExlQY/v0f2pj0UnrloUyxrzXYSZ9l2Wo0p6cTcNxWt0ITi7krDdQvI3rQXU7LBcXmvYsiAvgwfeicvvvp2lb6vqqrMe2cG9w8ZS3xcEuu3/Mj6tZs5dfJscZnho+4lIyOLTq37M2ToAF6eNZVHH56CTqfj48/e4snHnuXYnyfx8amJ0WgC4JExk8nJzgXgy8Ufcufdt7Pyp7X2Ca0oOPceTsFP76Flp+P60HTMZ6PRDAnFRYzbfuDKaUof2Ru1Vu3iZc63j8W4dw2W2OPg5AKaZp9cpSOqCrfOGc1vw+eRm2DgzjWzid1wkIxS+87Zlbs58e1mAOr0bUPHV0awfsSb3DK8FwA/93kBVz8v+i+exqqBMxySE1XFfdwkcl59BoshBc+5n2A8sAvLpQslRYJCcb37IbJfmoCWm4PiVdPmJdyGjcV0LNr+2a5QVFzufoy8z15By0zDbdLbmI7tQ0sq2ccLf/my+HenLgNRQxsUPzZu/RmjswtOnfo7LmNZqorXlEkYnp6GOTkF/y8+oWDn75hiSupVFxaKx4jhpD0xES07B7VmzUpe0E4UFZc7HyHvy9loWWm4PfkGpuP70ZIvFRcpXPN18e9One9ADakPgGYsIP+Hj9DSElA8fXCb8Bam00cg/7KDIyt0em0064vOQ4PXWvelis5Dzcf2J7nUecjRuW6bM5rlD80jO8HAQ6tncybqYHHnGeDEyt0cLdrHG/ZtQ8+XR7Bi1JsoOpUBHzzOusmfkHI8FteaHliKjp0Oo6p4TppExjPPYE5JwfeTTyjYtQvzhVJtMjSUGg89hGHCBLScHJSqaJNF2RrOHc+f98+mIMFA5G/zMGw4wOVTl2yK6Wq4EjJuAFkHTxU/5z+4M6qzE4d6TUV1c6bt9vdJWbmTgospVZPd3hxxnL8BOHLOdTIwSVEU56ssn6ZpWgRwC3AY2FJJ2dI+BN7TNC1S07RmwEf2iQt+rRuSHZNETmwKFqOZmFV7qN2/bblykc/ey58Lf8WcX/Kp25RXQPL+Uw7/JO4W0YTCC/EYLyaC0UTmr9vx7NPp+lY2mtAKrQc01dkJRVUcmLRy7SJb4e3lWeXv26ZtOOfPxXIh5hJGo5GVK9Zy+8DbbMrcPuA2fvjeOoqweuV6uvboDEDP3l049tdJjv15EoD09Izi0ekrHWu9Xo+zkxOaHQ8YalB9tIwUtMxUsJgxndiPrmHkVcvrmrbHdGIfAIpvMKiqtWMNYCwAU6Hdsl0RENmQrJgksov2nXOr9lCnn+2+Y8zJK/5d7+5SXEc1G4cSv+svAPLTsijMuox/RH27ZwTQNWqKJTEOS3ICmEwYd23GuV0XmzIufQZR8NtKtNwcALSsjJL1GzRB9fbFGH3AIfkA1DqNsaQlohmSwGzCdGQH+hYdrlpe37o7psPbix+bzxyFgryrlncEp2ZNMV+Kxxxvrde8jZtx6Wpbr+6DB5G7YiVatrVeLRkZFb2UXam1G1nrMr2oLqN3om/W/qrl9RFdMUXvBEBLTUBLs36A1bLT0XIzUWp4Ozyzf5nz0LlVe6hTwXmozbP38keZ85AjBUU2JCMmicyiXCdX76FRmX28sNQ+7uRW8kG+XvdWpBy/SMrxWADyM3LQLI7tVDk1bYo5Lg5zgrVN5m/ejEsX2zbpNmgQeStXouUU7etV0CYBPFs3Iv98IvmxyWhGEykrd+Hbv3y7rPvcMC4tWIWldL9C01DdXUCnoro6Yyk0Yc6u2v1dXJsjO9cpwCZgdGWFNKv3gETgjut43WCg+OOdpml//JOQpbkH+ZAbXzKKeznBgHuQj00Z3xZ1qRHsS9zGI/Z6279FH+iHMSG1+LEpMRWnQL9y5Txv70KDNfMJm/8C+mD/kvWD/WmwZj6Nd35N6qfLq2XUujoFhQQSH1cy4hsfl0hQcKBNmeDgWsQVlTGbzWRnZePrW5OGjeqhaRpLV3xB1PafeHLSOJv1lq74gr/O7iInJ5fVK9fbLbPiURMtu2Q7aTnpKJ4Vj7Aonr6oXv5YLp4AQPUJhII8nAc/juuIl3Hqfi8o9v9Q5R7sQ25CqX0n0UCNYJ9y5ZqN7sN9O9+h/fRh7JlhnTplOB5L3X5tUHQqHrUD8GtVD4+Q8m3aHlTfACxpJSM8FkMKil+AbZng2uhCwvB89SM8X1uAPrKoY6souI16gsuLFzok2xWKtx9aRsk+rmWkoXhXXB+KTwCKby3MZ+x2GPx/0QX4Y05OLn5sSUlBF+BvU0ZfOwx97dr4LfgIv08/xqXj1Tu59qJ4+Vo/lBbRsgxXr8uaASg+gZjP/llumRrWCEWnRzMkOizrFRWdh2pc5Tx0qQrPQx5BPmSXypWdYMAjsPw+HjmqD+N2vEP3F4ex+RXrPu7TIAjQGLr4WUasmUP7/wx0eF41IABLSql9PSUFXYDtvq6rXRtdWBg+H32Ez4IFOHe4+odYe3IJ9qUgvqRdFiak4RLsa1OmRsv6uIT4Y4g6aPN86q97sFwuoNPRz+lw8BPiFv6CKSOnSnI7hMXi+J9q4Oi7hcwDpiqKoruOsoeAptdR7j1gs6Io6xRFeVpRlAp7GYqiPKooygFFUQ5syT19XWGVijodmk0B2s0cwYHZ5edtVZnr6BjlbNrLmR4Pc27gBHJ3HSH0rSnFy0wJqZwbOIEzvR+h5j23ofOrostgN4gKq6/sKHMFhTQNdHo9HTu35Ynxz3Bn/4cYMKgv3XqUXDUYds94wpt0w9nFma49rvNqwvWlriBzxSV1TTtgOn2o5G9SVdTQRhi3/0j+d6+hePuja9Gl4pXtnLGiwfvjizbyY9ep7H99KZFPDQHg1NJt5CYYuGvtq3SaOYLkg6exmMwOyHgVZYPqdKjBYWTPnEzuB7Op8Z9pKO4euPQfgvHQHrS0arj8epUrIfrIbpiO/l79/4ihwmNn+XrV1w4lbeJkMma+ivdz01A8ajg62LVzFdGHd8H05+5ydal41sT1/qfIXz6/Si5hV3Qe0sqchzrMHMH+Kj4PXfP8WOTINxv5sttUts9dSqeifVzV6Qht14S1Ty1g6dDZNOrfjjpdWjg4cQXKbD9Fp0MXFkb65Mlkzp6N17RpKB4eV1nZjq61vygKDWaP4dysReWKebZuhGa2sDfiUfZ3eILQ/wzGtU4tB4YV/x8O7VxrmnYe2AcMv47i1+o1akWv+RXQDPgR6AnsURTFpYL3/kzTtHaaprXrVaPxdeXNTTBQI6Tk06N7sC+Xk9KLHzt5uFKzaRj9l0/nnj3vEdCmIb2+moJfuGMuYVfElJiKU+mR6CB/jEm2X04zZ2QXT/9IX7Ye15aNyr9OsoGC07G4t6+GA1w1SohLIiQ0uPhxSGgQiYnJtmXikwgtKqPT6fD08iQ9PYOE+ER+37kfgyGDvLx8Nm7YRquI5jbrFhQUsn7tZm4fYDvV5J+wjlSXtEvFwwctp+LLl/pb2mMumhJiXTcDS/JF6+idZsF85ghqrTp2y3bF5QQDNUqNvLgH+XI5Mf2q5c+t2kPdokvdmtnC3lnfsbL/dDaOew9nL3eyzjtmhNBiSEEtNVKt+gagGVJtymhpKRj37wKzGUtyIub4WNTgUHRNmuN6x914fbwUt5GP49K9H24P2eXrHrbvn5mGUrNkH1dq+qFlVXyFSR/ZDdPhHXbP8HeZk1PQ1So5wasBAZhTyxyXUlLI32GtV3NCIqbYi+jDHPj9FEDLSkPxLlWXXr5Xr8uILsVTQoq5uOE6ejoFG5ZguXh9gzT/1PWch3yahnH78uncW3Qe6lMF56HsBAOepXJ5BvuSk3z1ffzELyXTRrITDFzce4K89BxM+YWc3xJNrZb1HJrXkpKCWmqk2tombfd1c0oKBbuK9vXEREyxsehCQx2aC6AgPg2XkJJ26RzsR0Gp46XOw40at9QmfMUs2u9fgFebxjRf9BweEQ0JuKcb6VsOo5nMGFOzyNp/Eo/Ihg7P7DAycv3/9jrw3HW8V2vgyi0C8srMv/YFivcKTdPiNU37r6ZpdwEmoKU9gqYdOYdn/SA8agegOumod1cnLm44VLzcmJ3HD60eZ0Wnp1nR6WlSDp1ly8PvVsm3tK/IO3oK53qhOIUFgpMe70Hdydm016aMPqDkUp1nn44UFH3ZUR/kh+JirVbVywO3ts0pPGf7BYp/u8OH/qBBw7rUqRuKk5MTQ+4ZAeOCaAAAIABJREFUwPq1m23KrF+7mfuHW0dcBg/pz87tewDYsmknzVs2wc3NFZ1Ox61d23PqxFnca7hTK9B6ENfpdPTp150zp87ZLbMlMQalZi0Ur/9j776jorj6MI5/ZwvFAooNBOwtNtTYe+9dYzT2xDQTY4/GXmNioklMjElejb33XsAae8eOimKhiVQrsLvz/rEILKAY3YXE/D7ncA47c2f2YdiZe/funbu5QaNFV6oKxhupb6hTcuYD+yyYgv2TbXsTxSELOJp7Y7SepVDDg1Jt+7rCfG/glOzcKdKuOre9T1uUcSqcNPzGs1EFohMa0FoHO3SO5vfH+euURTWYLG6EtCbjdT80bh5o8rqCToe+VkPiTlrOABF34iC6MuYx7Up2Z7RunphCg3k8ayrRn75LzGddebJ4DrEHdvFk6R9Wz2i6cw1NbjcUl7yg1aGrUAfjxeOpyil53FEcs2K6dcXqGf6u+CtX0Hq6o3UzH1fHxg2JPWR5XGP/OohdpYoAKM5O6Dw9MAQFp7U7qzHdvW4+ljkTjqVXbYyXU4+XV3LnR3HMhum2X9JCrQ6HHl9iOLMP44UjNs2Z3P2zqc+llPXQ8nKfsqb6YNYk1EM+GVAPhfjeIEdhV5wScpVsUx3/FOd4jkJJ53iRRhWIDDCf4wEHzpGnVAF0DnYoWg0e1UsRfi3Qpnnj/fzQenigcTW/Jh0aNiT2cIrX5MGD2FVIONedndF5eprHaNvYg7PXcSjihn2BvCh6HXna1yJi14nE9cYHjzla5n1OVOnPiSr9iTl9jUu9v+Whrz+xgfdxrm1u8miy2OP0dnEe2+h6KV6dzafiU1X1iqIol4DWmHuxLSjmz5oGYB5L/Wx+sf1AD+BPRVEcgS7AlwnlmwO7VVWNVxTFFcgFWOUsVY0mjo9ZSONlX5qn4lu5n+irgXgN60S4703upriQpNTx6A/oszmisdPh2bwyPt2+SXWH92szmgiZOIcCCyajaDRErfEm9tpt8gzqwZPz13i4+xguvduSrVE1cw9R9EOCvvwBAPuinuQb1c/88ZOiED53HbFXb6XzhLYxfPw3nDhzjqioGBq170H/D3rSqY3tZzcwGo18NWwyK9bNQ6vVsHzJWvyuXOfLUQPwPXOBndv3smzxGn75YzpHz+wkKjKaj983D6uJjorht18WsGPvalBVfLwP4LNrP3ny5GLRil+xt7NDo9Vw6MAxFv65wnqhVRNxe5dh32kQKAqGC4dQw4PQ12yLKeRWYkNbV6oqRr8TKbZVidu/GofOQ0EBU+htDOet39OpGk0cGbuQ5kvN587VlfuJuhpIpWGduO97k9vepyndpyn5a5fBZDASG/2IA4N/B8AxtxPNlo4Ak4lHIZHsH2jDMc0mI4/n/US20d+BRkPc3u2Y7gbg8G5fjP5+xJ88jOHscfRelXH6YQGYTDxe/BvqwxjbZUqV0UTs+j9w/HACKObp40yhd7Br9h7GO9cxXjJfRvUV62A4ezDV5o79v0aT1wPsHcgyZh6xq37BePWMbTMbTcTMnIXLzOmg0fBk63YMNwPI9kFf4q/4EXvoMLHHTmBXpQq5F88Hk4mYX39DjbHxcTWZiN00F8f3x5qP5ck9mO7dwa5xV4yB1xMb2nqv2hh8D1lsqitXE23h0ihZsqOrZJ7RJnbNL5iCA2waWTWaODpmIU0T6qFrCedSxYRz6U469ZAtc+0Zu5BOi79Eo9VwYeV+wq8GUnNIJ0LP38Tf+zQV+zSlQO0ymOKNPI1+xI4h5nM8Nvoxp+Zup/uWSaCq3Nzry809Nh4vbjTy4KefyPmd+Vx/un07xoAAsvbti8HPj9jDh4k7fhy7ypXJtWABqsnEg98y4DUJYDThP2ouZZePQdFqCF2+h8d+dyn45bs8OOtPxK7n3zAd9OcOSvz0GZX2/4CiQMiKvTy+nDn1uFVk9pA2G1GsOatBiqn4tqiqWjZhuRfmGUHeT2MqviwkTcV3N6G8O+bp9jwwDxdZpKrqjIR1M4FWwNOEp/1OVdUlL8q1yL3HP36ul8oOz/947Z+i+DGrTcxiUx5FW2Z2hHTdHF8nsyO8lOUz//l3oXes8c//9EVf0PazTFjDg6MZ+CbiFWWv45J+oX+I1YscMzvCC0W8zN1QmaxHkX/++f3M1Su50y+UyeqErMm8acLS8GTJaJu3zxx7TM3wv9mqPdfP5qZWVTWAZEM1VFX1JdmwEFVV+6Szn0DMPd1prRsCDElrnRBCCCGE+Jd4Q7+hMSPGXAshhBBCCPGfIF9/LoQQQgghMp58Q6MQQgghhBBvDkVRmiuK4qcoynVFUUamsb6Aoih7FUU5oyjKOUVR0r2xS3quhRBCCCFExsvkMdcJX3I4G2iC+du/TyiKsklV1UvJio0BVqmqOkdRlNLANqDQi/YrPddCCCGEEOK/qCpwXVXVG6qqxgErgHYpyqiAU8LvzkC6cyxLz7UQQgghhMh4GdBzrSjKR0Dyr9P9Q1XVZ98A5g7cSbbuLlAtxS4mALsURRkAZAUap/ec0rgWQgghhBAZLwO+RCahIf28r9NNaw7slHdZdgMWqKo6Q1GUGsBiRVHKqurzw8uwECGEEEII8V90F/BM9tiD1MM+PgBWAaiqegRwAF74jUHSuBZCCCGEEBlONak2/0nHCaC4oiiFFUWxA7oCm1KUuQ00AlAU5S3MjeuwF+1UGtdCCCGEEOI/R1VVA/A5sBO4jHlWkIuKokxSFKVtQrGhwIeKovgCy4E+qvriCbplzLUQQgghhMh4/4CvP1dVdRvm6fWSLxuX7PdLQK2/s8//RON6yIPjmR0hXQccimd2hDfGXf9t6Rf6B4hfNC2zI6RrypPzmR0hXR3JmdkRhEjTj8YbmR3hhW5H38vsCOmaFqXhYqX8mR3jpYzTRWd2hHTtzewA/xH/icb1v0GN0CuZHSFdDkXT/VKiTPdvaVgDlJn6z3/T929QYU9EZkdIl06JyewIL+VWTGhmR0iXw2m7zI7wUoo6uWV2hDdGmdPpTiuc6co5FczsCP9OGTBbSGaQMddCCCGEEEJYifRcCyGEEEKIjJf+bB7/StJzLYQQQgghhJVIz7UQQgghhMh4/4DZQmxBeq6FEEIIIYSwEum5FkIIIYQQGU96roUQQgghhBAvIj3XQgghhBAi4734W8T/taTnWgghhBBCCCuRnmshhBBCCJHxZMy1EEIIIYQQ4kWk51oIIYQQQmQ8+YbGN1fDxnU4emoHx89688Xgj1Ktt7PTM3f+jxw/683OPavxLOAOgGcBd+6EnmPvwY3sPbiR73+YmLiNXq9n5k+TOXZ6J0dO7qB126avlbFR47qcPO3NGd89DB7ycRoZ7Zi/cBZnfPewe+9aCiRkfMbDw43AkHMM+KIfAPb2duzZt46DR7Zw9MR2vho98LXyPdOgUW0OndzO0TM7GTD4wzRy6vlj/kyOntnJ9t0rE48lQOkyJdjqvYL9Rzez7/Am7O3tAFi+9n/sObiB/Uc3M/2HCWg0GfeyHfP1TOq26kr7Hp9k2HMC1G1Yk93HNrL3xGY+Gfh+qvV2dnp+njudvSc2s37XEtw98wOg1+uY/vMktv+1hm37V1GtVuXEbYaN/pxD53Zy4daR/1TOeg1rsefYJvaf2MKnz8n4y9zp7D+xhQ27luKRkFGn0zFj9hR2/rWW3Uc20H/QBwAUKVaIbftWJf5cCDjM+x/3eO2cdRvWxPvoOvYc38jHX/RJM+esud+w5/hG1u5ciLunG2A+lt/OmsC2AyvZsm8F1Wq9nbhNq/ZN2bp/JdsPrmbE+Fc7x5s1rc/FCwe4cukgXw7/LI1cdixbOocrlw5y+OBmChb0SFw34svPuXLpIBcvHKBpk3oAlChRlJMndiX+RNy/whcD+lnsc8jgjzHEBZIrV85Xyty4SV1On92N7/m9DBma+ty1s7Nj4aKf8T2/l7371ydeL9+u7MXho1s5fHQrR45uo02y67azc3aWLP2V02d8OHXam6pVK75StrTUbFCNjQeXs/nIKt7/vGeq9ZWqV2DFrvmcunuAxq0bJC5383Bl+c4/WemzgHX7l/BOr/ZWy/RMo8Z1OX56F6d8dzPoOXXPvIU/ccp3N95711hc08Fc99wJ8eXzLz5IXPZx/94cPr6Nwye280n/Pq+d0RZ1+DNLVszhr6NbXjtjSlXqV2bh/j9ZcnAB3T57N9X68tXK8fv2X/EJ2EHdVnUs1n08uh/zd/+PBXvnMWBSf6tnE6/P5q0URVFcFUVZoSiKv6IolxRF2aYoSglFUS6kKDdBUZRhyR7rFEW5ryjKtBTlWiuKckZRFN+E/aU+2/8GjUbDtzPG826nD6lVpSUdO7emRMmiFmW693qHqKhoqlZowm+zFzB+4vDEdQE3b9Ogdjsa1G7HsMHjE5cPGf4pYffDqVapGTWrtODwwROvlXHGzAl07vg+VSs3o9M7bShZqphFmV69zRkrejXk19nzmTh5hMX6ad+Owcd7f+Lj2Ng42rTqQe0araldow2NG9elcpUKr5zxWc5vZozjvc4fUqdqazp0apXqWL7XqzNRUTFUr9iM339dyNiJQwHQarXM/uM7hg8eT73qbejQqhfx8QYAPuwziIa121Ovehty5XahbYfmr5Xz72jfsgm/zZySYc8H5uM4afoo+nTpT9OaHWjbsTnFShaxKNOlRweio2JoUKUN8+YsYeT4QQB07dUJgBZ1OtOz0yeMnjQURVEA8Nm5n/ZNuv+ncmo0GiZPH0XvLp/SuGZ72nZsQfEUGd/t0ZHoqBjqVWnNvDmLEzO2atcUOzs9zep0olXDrrzXuzMenvm5cT2AlvW70LJ+F1o37MqTx0/ZuXX3a+ec8O0I3n93AM1qdaJNx+YUK1HYosw73dsTHRVDw6rtmP/b0sTG8rs9OwLQsu679O78KaMmDUFRFHLkdGbkhIH07PgxLWq/Q+48LtSsU/Vv55r101Rat+lBOa8GvPtue956q7hFmff7diMyMppSpWvz46z/Me3r0QC89VZxunRpR/kKDWnVujs/z/oajUbD1av+VK7SlMpVmlK1WnMeP37Cho3bE/fn4ZGfxo3qcuvW3b99HJ9lnvnDJDq270PlSk155522lEpxvezdpwtRUdF4lWvA7J/nMXnKSAAuXfSjTq221KzeivbtezNr1lS0Wi0A078bj7f3fipVbEz1ai3x87v+SvnSyjtq2jD6vzeUDnXfo3mHxhQpUciiTEhgCGMHTmH7em+L5WGh9+nV5mPebdyH7i0+pO+AnuTJl9squZ5l+27mBN7p+AHVKzen0zutU9U9PXu/Q3RUNG97NWLO7PlMmPylxfqp347Gx/tA4uO3Shend593aVSvI3Wqt6ZZiwYUKVrwtTLaog4HaNWmKY8ePX7lbC/KPHDKAEb2HEWfBv1o1K4BBYsXsCgTGniPb4d8x+4NeyyWl3m7NGUrl+WDJh/zfqMPKelVEq8a5a2eMcOoJtv/ZAKbNq4Vc225HtinqmpRVVVLA6OAfC+xeVPAD+iSsB8URdEDfwBtVFX1AioC+14nY6XK5bl54xa3Au4QHx/P+rVbadGqsUWZFq0asWL5egA2bdhBnfo10t3vez068dOM3wFQVZWIiMhXzvh2ZS9u3LhFQELGdWu20CpFxpatGrNs6ToANqzfTr1kGVu1bkLAzTtcvnzNYptnFw29Xoder0N9zSlxKr1dnps3bnMr4C7x8fFsWLeN5q0aWZRp3rIRq5ZtAGDzhp3UrmfOWb9hLS5d9OPSBT8AIiOjMCXc6PDwwSPA3JNop9e/ds6/o3KFcjg7Zc+w5wPwqlSWWzfvcOdWIPHxBjav30GTFvUtyjRp0YC1KzYBsH2TNzXrmhtNxUsW4fCBYwCE348gJuYB5SuWAeDsyfOEhd7/T+WsUKksATdvp8jYwKJMkxb1EzNu2+RNrbrVAPN5myVLFrRaLQ4O9sTHxfPgwUOLbWvVrcbtgDsE3g1+rZzmY3k3MeeW9TtpnOJYNm5Rn3UrzD1o2zftpkadKgAUK1mEw38dByD8fiQx0Q8oV6E0noXcuel/m4jwKAAO7T9OszYN/1auqlUq4u8fwM2bt4mPj2fVqo20bdPMokzbNk1ZvHg1AGvXbqVhg9oJy5uxatVG4uLiCAi4g79/AFWrWPb2NmpYmxs3bnH7dmDishnfT2DkqKmvfJ5XruzFDf+k6+WaNZtp1bqJRZlWrZqwdMlaANav3079+jUBePLkKUajEQAHe/vEWcKyZ89GrdpVWbhgJQDx8fFERz94pXwpla1Ymjs37xJ4OwhDvIEdG3yo38yypzLoTgjXLvsnXhOfMcQbiI+LB8DOXo8m4Q2qtTyre24l1j1baZmqfmzM8qXm+nHj+h0WdU/L1o25dfMOV5LVPSVKFuPE8bOJx/rQweO0bvPqn+zaqg7PmjULn37elxnTf33lbM9TqkJJggKCCL4dgiHewJ6N+6jVtKZFmdC7ody4fBNTimETqqpiZ69HZ6dDb6dHp9MRGRZl9YwZxqTa/icT2LrnugEQr6rqb88WqKp6FrjzEtt2A34CbgPVE5ZlxzxOPDxhX7Gqqvq9TkA3t3wE3Q1JfBwUFIJb/nypyjyrPI1GIzExD3BxMX9cWaCgB3v+2sCmbUuoXsP80baTs7kx9tWYQew5sJ55C38iT55cr5wxf/58FpV3YGAaGfO7WmaMfoBLrpxkyeLIoMEf8c20Wan2q9Fo+OvwZq7fPM7ePYc4ddL3lTMCuObPR1BgUs6gwBBc3VIey7wEBiblfBDzABeXHBQtVghVVVmxbi7eB9by2cAPLLZbsW4uF/0P8fDhIzZv2PlaOf/pXN3yEhyY9JoMCbqX6jjmc8tLcJC5jPk4PiSnSw4uX7hKkxb10Wq1eBRwp5zXW7i5v8x72Tczp6tbPoIDQxMfBweF4uqWN1WZoKDQVBm3bfLm8ePHnLi0myO+u/hj9kKio2Istm3bsTmb1m3ndeVzy5N4nMB8LPOlypkn8Xgnz3nl4lUaN6+XcCzzUzbhWN66cYcixQvh7umGVqulScv6uLm7/q1c+d1duXM3KPHx3cBg8ud3fW4Zo9FIdHQMuXLlJH/+NLZN8fxdurRjxcoNiY9bt25CYGAw585d+ls5LfLkd+VuoOX1MlXm/PkSyxiNRqJjHiQOQalcpQInTu7k2IkdDBw4GqPRSKHCnty/H8Fvv3/HoSNb+OXXb8iSxfGVMyaX1y0PIUFJr9F7wWHkc8vz0tvny5+X1XsWsfPUBubPXmLVN9BuKeqeoDTqnuT1k7nueZhY9wwc/DHfTvvZovzlS1epWasKOV1y4OjoQJOm9XH3cHv1jDaowwG+GjOQX3/+kydPnr5ytufJ7Zabe8FhiY/DQu6T2+3lPnG4dPoyZw77svbUStacXsmJ/Se5ff221TOK12PrxnVZ4NRz1hVVFOXssx8gcWCcoiiOQCNgC7Acc0MbVVUjgE3ALUVRliuK0l1RlDT/BkVRPlIU5aSiKCefxkU/N6CSxjv9lD0maZZBJTTkHhXK1KdhnfaMHTWN3+fNIFv2rOi0Otw93Dh29BQN63bg5PGzTJw68rkZ0pN2xpRlUm+nqiqjRg/i19nz0/xoy2QyUadmG0qXrEWlyl68VbrEK2d8XoaXCaqqoNXpqFbjbfr3G0bbZt1p2boJdepVTyzTtWM/ypeog529HbWTLX8TvfJrUlVZtXQDwUGhbNq9jHFfD+fUcV+MBuN/N+dzzgvLjGmXqVCpLCajiaplGlO7Ugs+/Kw3ngWTxpPq9ToaN6/P1o27Xj9m2iFSFkoz5+qlGwkJvscGnyWMmTqM08d9E99gjxs+jVlzv2HFlnncvROE0WB47Vwv9z9Of1u9Xk+b1k1Zs9bcG+/o6MCokV8wYeL3fyuj9TKby5w8cZYqlZtRr047hg7rj729HTqdjgoVyjB37lJq1WjN40ePGTrs09fKmZQl9bK/02sfGnSPdxr2ok2NLrTt0hKX3K82Tj3tbOkfy+e9LkeOHsicNOqeq37+/PTDH6zftJA1G/7k4oXLGF7j3LdFHV623FsULlKQbVu8U21nDUoaF6aX/Z/nL5SfgsUL8E6VbrxTuSsVa1WgfLVy1o6YYVSTyeY/mSEzb2j0V1W1wrMf4Ldk61oDe1VVfQysBTooiqIFUFW1H+aG93FgGPBnWjtXVfUPVVUrq6pa2cHO+bkhgoJCyO+R1KuRP78rIcH3UpV59s5aq9Xi5JSdyIgo4uLiiYwwfxzje/YiATdvU6xYYSIiInn06DFbN5tPzI0btlPeq/TfODSWAgNDLN7Zu7u7EhIcalEmKDBFRmdzxrereDFx8gjOXdzPp/37MnTYp3z4seUNM9HRDzj411EaN677yhkBggNDye+elDO/uyshIZbHMjgoFHf3pJzZnbITGRlFcFAIhw+eICIiiidPnuKzaz/lUhyz2Ng4dm7bQ/OWlkNN3jTBQaEWPYyu+fMSmuI4hgSF4pbQG2c+jtmIiozGaDQyZcz3tKr/Lh/1GISTc3Zu3rBNr8a/IWdIUKhFj7hb/nyEhoRZlAkOCiV/Qk9X8oztOrdk355DGAwGwu9HcOrYGcpXKJO4Xf3Gtblw7jL3wyKskPNe4nGCZ8cyLHUZ97SP5dQxM2jToBuf9ByCk3N2AvzNx3LPzgN0atabd1r04eb1WwTceJkPDZME3g3G0yN/4mMPdzeCU1x7kpfRarU4OzsRERFJYGAa2ybroW3evAFnzpzn3j1zT2vRooUoVKgAp096c/3qUTw83DhxbCf58r18Ly5AYGAwHu6W18tUmQNDEstotVqcnbITEWH50bqfnz+PHz2mdJmSBAYGExgYwskTZwHz0DuvZK+F1xEaFIZrsp7WvG55uBfy93ufw0Lv4+93k0rVX+/emeSCUtQ9+d3TqB9T1T3ZiIyIonIVLyZO/hLfi/v4tH8fhiSre5YsWk392u1o1ew9IiOiueEf8OoZbVCHV6laAa8KZTh9fg9bdy6naLFCbNy6+JUzphQWHEbeZJ9O5HHNTXhI+EttW6d5LS6dvszTx095+vgpx/eeoHSlt6yWTViHrRvXF4G30y2VWjegsaIoAZh7vnNhHmICgKqq51VV/QFoAnR6nYBnTp2nSJFCFCjogV6vp0OnVuzYZnlz0o5te+jarQMAbds356/95lkMcuXKmThzRcFCnhQpWoiAAHPltWvHXmrXMY/drFuvBn5XXv3ml9OnzlG0aCEKJmTs2Lk121Jk3LZtN+91N9/Y1L5DCw4kZGzRtCvly9SjfJl6zPl1PjO+n8P/fl9MrtwuOCcMX3FwsKd+g1pcver/yhkBzpw+T5GiBSlQ0B29Xk/7ji3Zuc3yZoyd2/bQ5T3zHe1t2jfj4IGjAOzdfZDSZUvg6OiAVqulZu0qXL3iT5asWcibULlqtVoaN63L9as3XivnP925MxcpVKQAHgXc0et1tOnQHJ/t+y3K+OzYR6eubQFo0bYJRxLG3Do4OuCY8HF17frVMRqMXPezzfH6N+T0PXORwkUK4pkso/f2fc/N2LJtk8Txy4F3gxNvAHTM4kjFyuXxv3Yzcbu2HVtYZUgIPDuWnngUyI9er6N1h2bs3mF5LHfv2E/Hrq0BaNG2EUf+Mt8kbT6WDgDUqlcNg9HI9avmnLkSejGdnLPTve87rFyy/m/lOnHyLMWKFaZQIU/0ej1durRj8xbLnvrNW3bRs+c7AHTq1Iq9+w4lLu/SpR12dnYUKuRJsWKFOX7iTOJ2Xd9tbzEk5MKFK+T38KJYieoUK1Gdu3eDqVKtGaGhlm8y0nPq1DmKFku6Xnbu3IZtW30symzb5kP3Huaqo0OHFuxPuF4WLOiReAOjp6c7xUsU4fatu9wLvU/g3WCKFzffDFu/QU2uXLbODY0Xz16mQBEP3Au4odPraN6+Mft3HXypbfO65cHewTyrUnbn7FSoUo6A67eskgue1T0FE+vHjp1bsT1V/bibbt3N9WO7Ds05sN98TW/ZtBteZerjVaY+c35dwMyEugcgdx4XwDyTSOt2TVmzevMrZ7RFHT5/3nLKlqxDpXINadWsG/7XA2jXKvUsLq/qiq8f7oXdcfV0RafX0bBdfQ57v9zsSPcC7+FVvTwarQatTotX9fLcuvYvHhbyho65tvU813uArxVF+VBV1f8BKIpSBcjyvA0URXECagOeqqrGJizrC3RTFOUoUFlV1X0JxSsAr3UlMRqNjBw+idXr56HRalm2eA1+V64zcvQXnD19gR3b97B00Wp+/eM7jp/1Jioymg/7DgagRq0qjBw9EIPBiMloZNigcURFmoegTBz3HXP++I4p34wi/H4kA/q/+rAQo9HIsKETWbdhAVqthiWL13Dl8jVGjRnEmdPn2b5tN4sXruKPuTM447uHyMgo3u/z4mm3XPPl4bc/vkOj1aLRaFi/bis7d+x95YzPcn41bDIr1s1Dq9WwfMla/K5c58tRA/A9c4Gd2/eybPEafvljOkfP7CQqMpqP3x8CQHRUDL/9soAde1eDquLjfQCfXfvJkycXi1b8ir2dHRqthkMHjrHwzxWvlfPvGD7+G06cOUdUVAyN2veg/wc96ZTihi5rMxqNjB8xjUWr56DRali9bAPX/PwZPLI/589exGfHflYuWc8Pc6ay98RmoqNiGNDPfId+rtwuLFozB5PJREjwPYZ8OjpxvyPHD6Jt55Y4ZnHg8PldrFy8jp+m//a8GG9ETqPRyLgRX7No9Ry0Wi2rEjIOGdmfc2cv4bNjX0LGr9l/YgtRUdF8npBx0bwVfP/zZLwPrUNRFFYv28iVS+YbsxwcHahTvwajhkx+5eOXMufEkd+yYPVsNBoNa5Zt4prfDQaN/ITzZy+xe8cBVi3dwIxfJ7Pn+EaioqIZ+OFXgLkBvWD1bEwmldDgewz9dGzifse37+2jAAAgAElEQVR+PZxSZczDvX75/o/EHu2/k2vgoDFs27oMrUbDgoUruXTpKhPGD+PkKV+2bPHmz/krWLhgFlcuHSQyMor3epinBrt06Spr1mzmvO9eDEYjXwwcnXhDnqOjA40b1eXT/iNe9PSvxGg0MnTIeDZsWoRWq2HxotVcvnyNMWMHc/r0ebZt9WHhgpXMnfcDvuf3EhkZTZ9eAwCoUbMKQ4d+QrzBgMlkYvCgsYSHm29GHzp0PPPm/4Cd3o6bAbf59OPhL4rxt/JOGzWTOct/QKPVsmH5Fvz9btL/y35cPHuF/bsOUqbCW/zw5zSccmSnXpPa9B/+AR3r9aBI8UIMnTAAVVVRFIWFc5Zz/Yr13qQajUa+HDqRtRvmo9VqWbp4NVcuX+OrMQM5e/pCYt3z29wZnPLdTWRkFB/0GZTufhctnU1Ol5wY4uMZPmRCqnsZ/m5GW9ThtmQympg19hemL52GRqNh+8qdBFy9Rd9hvfHzvcph7yOU9CrB5LkTyOacjRpNqtN3SC/6NvqQ/Vv/omKtCvzp8z9UVeXEvhMc8Tlq88zi71FsPfOCoij5gR8x92A/BQKAQcB6VVXLJis3AXgI3Aeaq6raNdk6F8wzhxTDPAa7KPAEeAQMVFX15Isy5HYq8Y+fpTzeZJtxsdbkoNVndoR03fXfltkRXlqJkh0yO8IbwcQ//vRGp/w7vq/rVkxo+oUymYPOLrMjvJSiTq9+k15Guf3wXvqFMpk2A7/X4HWUc3r16QQz0t673tadUuY1PZrSw+YX8KxjlmT432zzK76qqkFAlzRWlU1RbkKyhwtSrIsAng1QamnFeEIIIYQQQljNv6M7RQghhBBCvFnk68+FEEIIIYQQLyI910IIIYQQIuNl0jzUtiY910IIIYQQQliJ9FwLIYQQQoiMJ2OuhRBCCCGEEC8iPddCCCGEECLjqTLmWgghhBBCCPEC0nMthBBCCCEynoy5FkIIIYQQQryI9FwLIYQQQogMp76h81z/JxrXs7NWyewI6Spp9yCzI6SrxMB8mR0hXfGLpqHv9VVmx3gpV/3WZ3aEdI2uPDqzI6RrfK9//seKiotzZkd4KQ83X8nsCOmyL6DP7Agvrcduh8yO8EKf5iyS2RHS1dYzMLMjvCQDh2/mz+wQ4h/iP9G4Fv8tJUp2yOwI6fo3NKyFEEIIm3pDx1xL41oIIYQQQmS8N7RxLTc0CiGEEEIIYSXScy2EEEIIITKefImMEEIIIYQQ4kWk51oIIYQQQmQ8GXMthBBCCCGEeBHpuRZCCCGEEBlOlZ5rIYQQQgghxItIz7UQQgghhMh40nMthBBCCCGEeBHpuRZCCCGEEBnP9GbOcy2N6xRcG5Sn4qSeKFoNN5bt48ovm9Ms59GqKrXmDmRX8zFE+t4kX92ylB/dFY1ehynegO+kZdw7dMkmGbPXq4T7+H4oWi3hK3Zxb85ai/UunRuSf1Rf4kPCAQhbtJWIFd44li6Mx9RP0WTLAkYTob+sImrLQZtkBNAUKoNd/a6g0WA4/xeGEzss1uvrdUHrWSrhgR2KY3ae/DoQACW7C3ZNeqFkdwFUYtfPQo0Jt0quug1rMn7aCDQaDSuXrOe3n/60WG9np2fGr1Mp6/UWUZHRfP7BlwTeCUKv1zF15jjKVSiNajIxcdR0jh06CcCw0Z/T4d02ODs7UbZgDavkfFljvp7JgUPHccmZgw1LfsvQ536eEvW8aDeuF4pWw/GVe9k3Z5PF+urdG1OjZxNUk4nYR09Z+9Vc7l0PzJBs2mJe2LXsDYoGw+k9xP9lmc2ueS80hUsDoOjtUbI68XjaByjOubHvNgQUDYpWS/zRnRhO+tgko6ZgGezqdTGfOxcOYji502K9vu47aD1Lmh/o7FCyZOfJnMFoPEqYt0ug5HQlbvv/MPr7Wj2jXZWqZPtsAGg0PN22lccrlqUqY1+vAVl79wFVxeDvT8zXkwFwnjYdfenSxF84T/Tor6yeLTld2So4vNcfNBriD2wndtuKVGX0Veph364XoGK8c4Mnv3+NtpQXjt0+TSyjcSvA4zlTMJw5bPWMlepV4sMJH6HRavBesYs1v66xWN+uX3uadmuK0WAkJiKGn4b9SFhgGAATFk2kZMWSXD55iUl9J1k9W3Ke9ctTa4K5fry8fB9nf7WsH0v3aEiZ3k1QjSbiHz3lwMh5RF4LQqPTUm96P3KXK4RGq+Hq2oOcmZ123fq67KtVwXnQ56DV8njzVh4uXm6x3rFlM5w++wRT2H0AHq1dz+PN2wDI3v8jHGpWB+DB/MU83b3XJhkB8jUoT4WEtsbNZfvwe05bw71VVWrMHcjuhLZGzgpFePu7fuaVClyasY6g7SdtllO8mgxvXCuKogIzVVUdmvB4GJBNVdUJCY8/AoYkFI8BhqiqelBRFC1wHBisquqBhLK7gP+pqrraKtk0Cm9/3Yd9707jSXAETbZPJmjXaWKuWlb6uqwOFO/XjPBT1xOXxUY84K9e3/M0NArnkh7UXT6CzZUGWCOWJY0Gj8kf4999HPEh4ZTYNINon+PEXrtjUSxyy0ECx/1uscz0JJZbg38gLiAYXV4XSm6dyYMDZzDGPLJ+TkXBruF7xK79AfVBJA7dR2P090WNCE4sEr9/FfEJv+sqNEST1zNxnV3z94k/thXT7cugtwfVOuOyNBoNk6aPomenjwkJCmWjzzJ8duzjut+NxDJdenQgOiqGBlXa0LpDc0aOH8SAfl/StVcnAFrU6Uyu3C7MXzmbdo3fQ1VVfHbuZ+HcFew9bpsK40Xat2zCe53aMmry9xn+3GlRNAodJvXlfz2+JjoknAGbpnLJ+5RF4/nMxkMcXWpumJZu/DZtxvZkXu9vMiCcgl3r93m6cCpqTDgOH3+N4cop1LCkbHE7FiX+rqvWDI1bIQDUh5E8/d84MBrAzh7Hz77H6HcK9UGk9TM26Ebsuh9RH0bi0O0rjDfOWZ47B1YnnTteDRLPHdPdqzxdOsW8wj4Ljn2nYLxlgzf5Gg3ZvxhE5JdDMYWFkfPX34k9cgjjrVuJRbTu7mTp1p3ILz5DffgQJUeOxHWPV61AcXDAsXUb62dLTtHg0HMAj74fgRoRRrZxs4k/exhT0O2kPyWfO/atuvHw64Hw+CFKdnNO4xVfHo7/xLybrNnJ9s1CDBdPWT2iRqPhkymfMrb7GMKDw5m5+QeOeR/jTrJr+o2L/gxpNZjYp7G06NGCvqP6Mv2z6QCs+30d9o72tOje3OrZklM0CrWn9GbLe9/wKDiCjlsmccv7FJHXghLLXNtwhEtL9gBQsEklaozrwbae0ynSuipaex2rm3yFzsGOd/d8y/WNR3hw9751Q2o0OA8bSPjA4RjvhZFn3m88/eswhoBbFsWe7t5L9MxZFsvsa1bHrkRxwnr3Q9HbkWv2j8QeOYb6+LF1MwJoFCp+3Ye/3p3G4+AIGiW0NR6k0dYolqKtEeN3l93Nx6AaTTjkzUHj3V8TvOs0qvFf2gMsY66tJhboqChK7pQrFEVpDXwM1FZVtRTwCbBMURRXVVWNQH9gtqIoekVRugGqtRrWAC4Vi/IgIJRHt8MwxRu5vfEo7s3eTlWu3IjOXJm9BWNsXOKyqAu3eBoaBUC031209no0dtZ/75KlQnFiA4KJuxOKGm8gcvNfODep9lLbxt4MIi7AXEEb7kVguB+N1sXJ6hkBNK6FUaPCUKPvg8mI4coJtEUrPLe8tlQVDFeOA6C4uIFGY25YA8THgiHuudv+HV6VynLr5h3u3AokPt7A5vU7aNKivkWZJi0asHaFuTdz+yZvatatCkDxkkU4fOAYAOH3I4iJeUD5imUAOHvyPGGhVq4oXlLlCuVwdsqeKc+dFs8Kxbh/K4SIO/cwxhvx3XyEMk0rW5SJffgk8Xe7LPaoVnrzlB6NRzFMESGokffAaMR4/jC6UpWfW15XrhaG8wk9lUajuWENoNWDotgmo2th1Oh7qDEJ587Vk2iLej23vLZkFQx+J1IvL/42xoALYIhPY6vXoyv1FobAQEzBwWAwELt3D/Y1a1uUcWjVhieb1qM+fAiAGhWVuC7+zGnbNFpS0BYpieleEGpYMBgNxB/fh75iLYsydnVbErtnIzxOyPkgKtV+dJXrYjh/AuJirZ6xeIUSBAcEE3o7FEO8gQObD1CtaXWLMuePnCf2qfm5/c74kcstqfo8d8iXJ8nOJ1vJW6EoMQGhPEioH/03HaVQU8v6MT5ZDn2WZJ0iKugc7VG0GrQOdhjjDcTZILO+dCkMd4MwBplfl0989uBQp1b6GwK6QgWJPesLRhPq06fEX/fHvnpVq2cEc1vjYUJbQ403cmfjUfKn0dYoM6IzV2dvwZSsrWF8EpfYkNbY6+HNbJv+62VG49oA/AEMTmPdCGC4qqr3AVRVPQ0sBD5LeHwMOAxMAL5+ttxaHF1deBKYNPTgcXAEjq45LcrkKFsQx/y5CPY589z9eLSqSuSFW5jiDNaMB4DeNRfxwUmNuPjg++hdc6Uql6NFDUrumEWhOSPQu6V6H0MWr+IodjriboVYPSOAki0H6oOIxMfqw8jEHqFUZbO7oHHKjenOFQA0OfNB7BPs2nyKQ4+x6Ot2tlpDxtUtL8GBSX9zSNA9XN3yWZTJ55aX4CBzGaPRyIOYh+R0ycHlC1dp0qI+Wq0WjwLulPN6Czd3y20FOOfLSXRQ0nkUHRyOU76cqcrV6NmEEft/pOXI99g0YWGGZFOyu6BGJ2VTYyJQnFzSLuucGyVnHkw3LiQtc8qFY/9vyTJ0NvEHN1m/1xpQsuaw2K/6IBIl6wvOHeekcyc5XcnKaTa6rUGbOzemsHuJj01hYWhyW15ndB4eaD08yfHTL+T8+VfsqtimofIiSs7cqBHJckaEoeS0vF5qXD3Q5vMg66gfyTrmZ3Rlq6Taj121+sQf22OTjLlcc3E/KCzxcXjwfXLlS31Nf6bJu005tdf6Pejpyeqak4dBSdf0h8ERZHVNfV6X6d2YbgdnUH1UVw6NM38KdGPrcQxPYul16hd6HPsR39+3ERtl/U9MtXlyYwxN+n8bw8LQ5kld/znUr0ueRXPJOXUCmrx5ADBc98ehejUUe3s0zk7YV6qANl8eq2eE1G2NJ3+zreFSsShN9n1L073fcHrEn//eXmsw91zb+icTZNZsIbOB7oqiOKdYXgZIedU4mbD8ma+AQcAyVVWvY01ptd+S96gpChUn9uDshKXP3YVTCXe8xnTl5JfzrBotWYjUi1L0+kX7nOBSrX74Nf+CBwd9KTBzkMV6Xd6cFPhhMLeHzbLacIuXy5l2SW2pqhiunU7KotGgcS9G/IHVPF06FcU5N9oyL9f7kG6qNBrpKXtNn1dm1dINBAeFsmn3MsZ9PZxTx30xGoxWyfVGSeuNUBr/+yOLvfm23iC2fbOMhgM62D4XpH+OJ6MrVxPjxWMW69WYcJ78OoInPw1CV6EuZE15CbNRxufQlqxiee48k8UJTS53TLcuWjdbopf4H2u16Nw9iBoykOipk8g+dDhK1mw2yvM8L5FTo0WTz51H3w7l8W9Tcew7BByzJu3B2QWNR2EMF2wzrjXN0+U5r8n6HepTrHwx1v2+Ns31NpXmdTF1sYsLfVheeyhHp62g0hftAchboQiq0cTiygNYWnMIXh+1JHsBWzRc07++Pz14hNBO3Qjr1Y/YE6fIOXYkALHHT/L0yFFy//4LOSeOJe7CJbBVo/Ul2hpeE3tw7jltjYgz/njXH8HuFmMpNaCtuQdb/KNkSuNaVdUYYBHwxUsUV7C8HNYFooGyL9xIUT5SFOWkoignfR6/XBv8SXAEju5JPQZZ3Fx4Epr0EaE+mwPOpTxpuG4MrY//SK5KxaizYCg5vQoD4OjmQu0/B3Psi994dOteqv1bQ3zIfYueaL1bbuJDIyzKGKMeoCb0mocv30WWskUT12myOVJk/jiCv1/K4zN+NskIz3qqk3oElWw5UR+m/rgVQFeyCsaEISHmbaMw3btjHlKimjBeP4smbwGr5AoOCsXN3TXxsWv+vISGWP6vQoJCcctvLqPVasnulI2oyGiMRiNTxnxPq/rv8lGPQTg5Z+fmjdsIS9EhETjnTzqPnN1yEXPv+T28vpuPUKbJ84dmWJMaE4HinJRNcXJ5bu+ztlyNpCEhKffzIBLTvbtoC5ayfsaHUSjZk3qxlOw5UR8959wpURmj3/G0l/uftdmd+Mb7YWjy5E18rMmTB1O45bAoU1gYsYcPgtGIKSQE4507aD08bJLnedTIMBSXZDld8qBGWd4YbYoMI/7MYTAaUe+HYAq5g9Y1Kae+aj0Mpw6ZhwXZwP3gcHLnT2po5nLLTcS9iFTlvGp70eXzd5nywWQMNvhUND2PgiPIlj/pmp7NzYXHoc8/r69vPEqhhKEOxdrX5Pa+c5gMRp6GxxBy8ip5yxexekZjWBjafEn/b22ePJjuW/6/1ZgYiDcPlXq8aSv6kiUS1z1cuJSwPh8SPmg4KAqGO3etnhFStzUcU7Q1dNkccCrlSb11Y2hx/EdcKhWjZrK2xjMPrgVheByLc6mMPa+sSVVVm/9khsyc5/pH4AMga7Jll4CUA48qJSxHUZSswHSgIZBHUZSWz9u5qqp/qKpaWVXVyo2zFHupQBFnb5C9sCtZPfOg0Wsp0K46gTuTOtLjHzxhQ5lP2FJ1EFuqDiL89HX+6jODSN+b6J2yUHfxMM5NW8n9E1df6vlexWPfa9gXzo+dZz4UvY6cbeoQ433Moowub1LF7NykKk+vmy8Qil5H4T9GEbl2L9HbDtksI4ApJAAlR14Up9yg0aIrVQXjjdQzFig584F9FkzB/sm2vYnikAUczb1cWs9SqOFBqbZ9FefOXKRQkQJ4FHBHr9fRpkNzfLbvtyjjs2Mfnbq2BaBF2yYc+cvceHFwdMAxiyMAtetXx2gwWtwIKczu+vqTu5ArOT3yoNVr8WpTg0velh9I5S6U9AanVMOKhAfYZnhSSqZAfzQurig58oBWi7ZcTQxXUn/EruRyQ3HIhulO0rmsOLmALqGHyCEr2gIlMd23zuvSImPiuZPLfO6UqJzmbB9KznzgkAVTcOrXoHkcdupGt7UYrlxB5+6BxtUVdDrsGzQk9rDlNSX20EH0FSqaszo5o/XwxBhs/eP1IsabfmjzuqPkdgWtDn3V+uaGdDKG04fRvWW+H0TJ5oTG1QPTvaSbR/XVGhJnoyEhANd8r5K/cH7yeeZDp9dRt01djqe4phcpU4TPpn3O5A8mEx0ebbMsL3LP9wbOhVzJnlA/Fm1bnQDv0xZlnAslDZMr2KgC0Qnn9cPAcNxrmT+A1jnak7diMSKvW/+1EH/5CjoPd7Ru5telY+OGPD1o+f/W5Ep6g+BQuyaGgIQOEo0Gxcl8D5KuaBH0xYoQe9w2w6oiz94gW2FXsnjmQdFr8WxXneBkbQ3DgydsLvMJ26sOYnvVQUScvs7hhLZGFs88KFpz0y2LR26yF3Xj0Z2w5z2VyCSZNhWfqqoRiqKswtzAfjYX2nTgW0VRmquqGq4oSgWgD/Dsjr1xwCpVVa8oitIfWKkoyh5VVZ9aJZPRxOlRC6i3fIR5Kr4V+4m5GkjZ4Z2I8L1J0K7Tz922+PtNyVY4H6UHdaD0IPNH3Pu7fkNseIw1oiUxmrg77neKLJqAotUQscqHp9fu4DrkPR6fu06Mz3Hy9GmDU5OqYDBiiH7A7WE/ApCjdW2yVS2DLkd2XDo3BOD2sJ94cummdTMCqCbi9i7DvtMgcw/AhUOo4UHoa7bFFHIrsaGtK1UVY8pxoapK3P7VOHQeCgqYQm9jOP+XVWIZjUbGj5jGotVz0Gg1rF62gWt+/gwe2Z/zZy/is2M/K5es54c5U9l7YjPRUTEM6PclALlyu7BozRxMJhMhwfcY8unoxP2OHD+Itp1b4pjFgcPnd7Fy8Tp+mp4x0+INH/8NJ86cIyoqhkbte9D/g550atMsQ547LSajiY3jFtBv0VdotBpOrNpH6LW7NB3cmbvnb3LJ5xQ1ezelWK1ymAwGnkQ/YuXQORkUzkTc1vk49Bplnubu9F7UsLvoG76DKfAGRj9zBacrXwvDBctKWcnjjkOzHqiYP06LP7QF9d6d1M/xulQTcXtXYN9hoHm6wIuHUCOC0Vdvg+neLYw3zpkzlqyC0S/1UAXFKRdK9pyY7l6zfrZnTEYe/PwjOb79HkWj4cn2bRhvBZC1z/vE+10h7shh4k4cx65yFVz+XAhGEw//mGPuNQRy/PgzOs8CKI6O5FqxmgffTyfupA0aMiYTT5b+TNah35in4vtrB6agW9i3740x4CqGs0cwXDiBruzbZJsyD1QTT1f+gfrInFPJlQ+NSx6Mfuesn+1ZRKOJ38b+xsTFk9BoNfis9Ob21dt0H9Kda+evcdz7OH1Hv49DFgdGzjEPYQgLCmPKB+ZpDb9Z8y0eRT1wyOrA/GMLmDV8FmcOPL+uelWq0cTBsQtpteRLFK0Gv5X7ibwaSOWhnQg7d5Nb3qcp26cp7rXLYDIYiY1+xN7B5hmrLiz0psGMj+ji8w0oCn6rDhBxxQbnjtFE9MxZ5PphOmg1PN6yHcPNALL360vcFT9iDx4m6zsdcahdy/yJSkwMUVMTZinSack95yfz3/roMZETp9psWIhqNHF21ALqJLQ1AhLaGqWHdyLS9ybBL2hr5K5WkpKft0GNN6KqJs58NZ+4iIc2yZkh3tDZQpSM7jJXFOWhqqrZEn7PB9wEpiebiu9TzGOqVeABMFRV1QOKopQGNgBeqqo+SSg7CwhXVXXii55zpVv3f/x/r6Tdg8yOkK4SA/8dN++VmWq7Hjtrueq3PrMjvJTRlUenXyiTje/1jz+9UVxsMDbbBh5uTn1j5D+NfYF/z/jSHrsdMjvCC7VS075R9p+krWfGzH9vDYdv5s/sCOnqHLzUNtMcvaKYD5va/ALu9L9dGf43Z3jP9bOGdcLvoUCWFOvnAKm6sVRVvQSUSLHsZcZsCyGEEEKIf5o3tOc6M8dcCyGEEEII8UaRrz8XQgghhBAZTn1De66lcS2EEEIIITLeG9q4lmEhQgghhBBCWIn0XAshhBBCiIz3L/7m9heRnmshhBBCCCGsRHquhRBCCCFEhntTb2iUnmshhBBCCCGsRHquhRBCCCFExpOeayGEEEIIIcSLSM+1EEIIIYTIeDJbiBBCCCGEEOJF/hM91yvtHmR2hHSNy+wAQqRh6smpmR3hpcTNGpXZEYRIpZaSI7MjvNCcuBuZHSFdnbLqMzvCS3F4KzvNKkdndox/nTd1tpD/ROP632Clki2zI6Sr2MwnmR0hXVOenM/sCC9ldOXRmR0hXf+WhjXAxwvjMjvCC0WrgZkd4aVoyJ7ZEdJVxP+ff60EyKdK9SrEf5Wc/UIIIYQQIuPJmGshhBBCCCHEi0jPtRBCCCGEyHBv6phr6bkWQgghhBDCSqTnWgghhBBCZDwZcy2EEEIIIYR4Eem5FkIIIYQQGU6VnmshhBBCCCHEi0jPtRBCCCGEyHhvaM+1NK6FEEIIIUSGk2EhQgghhBBCiBeSnusUKtarxPvj+6HRavFZsYv1c9ZarG/Trx2NuzbBaDARExHN7OGzCAsMo1Dpwnw89VMcs2XBZDSx9pdVHNpy0CYZS9QrT+txvdBoNZxYuZf9czZbrK/avRE1ejbBZDIR9yiW9V/N5d71QLLkyMZ7cwbiUb4op9ccYNP4BTbJ94x7/fJUn9gTjVaD3/J9nJttmbNUj4a81acJqtFE/KOnHBoxj6hrQWj0Wmp98wG5vQqjmkwcHb+EkCOXrZarbsOajJ82Ao1Gw8ol6/ntpz8t1tvZ6Znx61TKer1FVGQ0n3/wJYF3gtDrdUydOY5yFUqjmkxMHDWdY4dOAjBs9Od0eLcNzs5OlC1Yw2pZ01KinhftxvVC0Wo4vnIv++ZsslhfvXtjavRsgmoyEfvoKWsT/v+ZaczXMzlw6DguOXOwYclvmZqlfL2K9Bz/Phqthn0rfNg8Z73F+hb92lC/a2OMBiMPImL4Y/hswgPDEtc7ZnPk292zOLnzGIvGzbVJxkr1KvHhhI/QaDV4r9jFml/XWKxv1689Tbs1xWgwEhMRw0/DfiQsIeOERRMpWbEkl09eYlLfSTbJB+ZrZfKMa1NkbJssY3REDD8nyzh+0URKJGScYsOMAKXqedFhXG8UrYZjK/ewO8X5Uu+DllTv2hCTwcjDiAes+PI3IgPvA9B65HuUblARgF0/r+PsliM2yVi4XnkajzdfK31X7ONoimt6he4NqdTLfK2Me/yUHV/NI/xaEM4euem3ezoR/sEABJ25zs7R822SEaBmg2qMmDwIjVbL+qWb+fOXxRbrK1WvwJeTBlK8dFFGfDIeny17AXDzcGXmvK/RaDXo9TqWz1vD6kUbbJJRX7kq2foPQNFoeLJ9K09WLktVxr5uA7L06gOqiuGGPw+mTQbA+evp6N4qTfyF88SM/com+dKifasSDh0/Ao2G+CO7iPOxPJfsO/RDW7w8AIqdPUo2Zx6O7Jph+WzqDe25/kc1rhVFMQLnMee6CfRUVTVKUZRCCY+nqKo6NqFsbiAY+F1V1c+t8fwajYYPJ3/MxO7jCA8JZ/qmGZzwOc7da3cSy9y8eIPhrYcQ9zSOZj1a0OurPsz4/Dtin8Qya/APBAcEkzOvC99vncmZA2d4HPPIGtESKRqFtpP6Mq/HNGJCwvls0xQue5+2aDz5bjzM8aW7AXircSVaje3B/N7fEh8bj/eMNeQr6YFrCU+r5korZ80pvdnx3jc8Co6g7dZJ3N51iqhrQYll/Dcc4cqSPQAUaFKJauN7sLPHdEq+1wCA9Y2/wiGXE80WD2djq3Ggvv43OWk0GiZNH0XPTh8TEhTKRp9l+OzYx3W/G4lluvToQHRUDA2qtKF1h+aMHNbSRXEAACAASURBVD+IAf2+pGuvTgC0qNOZXLldmL9yNu0av4eqqvjs3M/CuSvYe3zz857aKhSNQodJfflfj6+JDglnwKapXPI+ZfH/P7PxEEeX+gBQuvHbtBnbk3m9v7FprvS0b9mE9zq1ZdTk7zM1h6LR0Hvyh3zTfSIRIeFM2jSdUz4nCLp2N7FMwMWbjG09nLincTTq0YxuX/Xil89nJK7vPLQbV45dtFlGjUbDJ1M+ZWz3MYQHhzNz8w8c8z7GnWTXoRsX/f/P3n1HR1E1fBz/zuymkpBOOoQAUkIJVZqAdFB4QBRQumBDLKAgICACAqJiQ4qvPgI2wEdEsIAJ0qWXgLSEkkJ6dlOBJLuz8/6xMcmmAOpuEvR+zsk52Z07u79MuXP3zt0bpj0wlYL8AgaMHsCE2RNY9uwyADav2YyDkwMDRvW3acanFj3Da0UZ3972LkfKZLxalLEwv4D+owcwfvYE3irK+F1Rxn42zAjm82XYgsdZPfoNslJ0TN26mN8jjpNa6nxJPBfL8kGzMeQX0nl0HwbNGsX6Ke/T7P7WBIWF8PbAV9Da2zFl4zzO7z5FQd5Nq2fsu3AcG0YtJTdFz/itC4iJPI6uVF157vuDnPrSXFc27N2GXnNGs2mceVtmxaXy2cBXrZqpIrIsM3vJyzw1/AVSk9P4avun7P5lH1eiY4vLpCSmMPeFRYyb/JjFuumpGYwd9BSGQgNOzk58u+cLdu/YT3pqhrVD4vrci2S98hKmjHQ8Vqyh8OABlPi44iKawECcHh1F1ovPoublIbm7Fy+78c0GJAdHHB8YZN1ctyLJOD7yDDc+moOapcP55Xcx/n4YU0rJuVTwXcmHeLtuD6IJalB1+YS/pKYNC7mpqmq4qqrNAT3wbKllV4AHSz1+BLDqFa5heCOSY5NJTUjFaDCyf9s+OvS516LM7wfPUJhfCED0yYt4+XsDkHw1ieRYc+9BZpqe7Ixs3DxrWzMeAMHhDdHFpZKZkIZiUIjadpCmfdtalCld+ds7O6AWNUoNNwuIO3YRY4HB6rnK8glvQE5sKrnx6ZgMCle+P0TdMjkNpXJqS+V0bxRI0gHzrs3X5VCYcwPvVvWtkqtVm+bEXU0gIS4Rg8HItu+202dAD4syfQbcz7cbzL1bP2+NoHO3DgA0ahzKb3sPA6DL0JOTk0vL1mEAnDp2xvoXigoEhzckIy4Ffan9H9a3nUWZyvZ/dWoX3gK32q7VHYMG4Q1JjU0mPSEVxWDk0Lb9tO3TwaLM+YO/F5/jl05G4+nvVbwspHkotb3dObM3ymYZG4XfY66H4s310N5te7m3b0eLMmcOnqEgvwCAi6XqIYDTB6K4aeUGYEUZU0pl3LdtLx0qyFhYjRkB6hadL7qi8+Xktt9oXuZ8uXTwHIai/R13MgZ3P08AfBsFcvnweUyKicKbBSSej6dp91ZWz+gf3oDM2FSyE8x15blth2jUx7KuLCy1reycHVCp+nO6eetmJFy9RmJ8EkaDke1bIunR7z6LMkkJKcScv4zJZNkdaTQYMRSarzv2DnbIkmSTjNrGTVGSEjGlJIPRSP7uX7Hv3NWijOOAQeRv/Q41Lw8ANSureJnh5AnUGzdskq0ycr17MKUno+pSQTFiPLEXbYuOlZa3a9sdw/E9VZjQtlST7X+qQ01rXJd2EAgs9fgmcF6SpD9qxhHAJmu+oZefF7rkkgaSLjkDTz+vSsv3GtGHE7uPl3u+YatGaO21pMSlWDMeALV9PchO0hU/zknW4+brWa5cxzF9eHnPu/Sf+Rjb5q+3eo7bcfb34HqyvvjxjRQ9tfw9ypVrOq43j+x/h/avjuTQPHNO/fl46vVtg6SRcQn2watFCC4Ble+HP8PPvw7JiSX7JSUpDT9/X4syvv51SE4yl1EUhdycPDw83Tn/ezR9BvRAo9EQVDeQFq2a4h9oua6tuZXZ/9nJOmr7lt+uncb04ZU97zFw5mNsnb+uKiPWaB5+XuiTS7afPlmHh1/58+cP3Uf0Imr3CQAkSWLUnPF8vdi229PLz4uMpJJhKLrkDLx8Kz/++4zoy/Fd5eshW7obMgK4+3qSZXG+VFxf/uHe4fdzfvcpAJLOx9O0Rzh2jvbU8nClUadmuPtbpx4qzdXPg9xSdWVush5Xv/LndJuxvXlq7zvcP2skka+V1OluwT5M+GkRj218laD2ja2e7w91/H1ISUotfpyWnI6vv88dr+8bUIdvfl3PjuNb+OyjL2zSGSF7e6OkpxU/NmWko/H2tiijCQpCExiM+3srcP9gJXbtOpR9mSolu3thyio5l0xZGUhuFR9nkocPkqcvSvTpqoon/EU1snEtSZIG6AVsLbNoAzBSkqQgQAGSyq77N9+5/FOV9Pp1G9qDhi0asmXNZovnPep48MK7U1nx8ge26TGs4BN/Re9z6PMI3u4+le1Lv6bnc0Osn+O2KspZvtT5dZF80/Ulji7eQPjz5pzRG/ZwPVnPf35aSMf5o0k7HoPJqFgn1R1sv8rKbPpyC8lJqWzd+RXzFk/n+JEoFCvlumMV9fhUsF0Pfh7Bm91f5KelX9HzuaG2z3WXqLC/rJLTtMvQboS2aMiPa8xjQ3uP7c+pXScsGue2UOEurqQu6TG0Bw1bNmTzmm8rXG4zfyJj96KM31V1Rqh4h1eSs+2QrgS3DOXXj81Duy7uO825XSd5YfMCxnzwHLEnYjAptugGu7Nz+sT6SNZ0e4ndSzfQuahOz0vLYmWnF/ls4Bx2LvySwR9Mxt7FyQYZ/9xxWZHUpDQe6TmWQZ2GM3j4QDy9y3+A+NvupH7UaNAEBpH10gvkLF6A67TpSLVcrJ/l76hku9q17Ybx1IF/1BQb/9Se6xo15hpwkiTpFBACHAciyizfDiwEUoGNt3ohSZKeBJ4ECPdsSX2Xerd9c11KhsWtSy9/b/Sp+nLlWnZpxcNTHmHu8NkYC40l4V2cePWzeXz19pdEn7x42/f7K3JS9LiV6sWt7e9JTlpmpeVPbzvIkEWP2yTLrdxI1lPLv6SHyNnPkxsplee88v0huiyeAICqmDj8+pfFyx7cMo+cq9a5C5CclIp/oF/xY7+AOqSmpFmUSUlKxT/Aj5SkNDQaDa61XcjKzAZg0ZySMcP/+3kdV6/EWyXXncous//d/L1uuf+jth1k6KKJVRHtrqBP0VkM8/D09yKzgnM8rEtLBk95mDeGzy0+xxu2aUzj9k3pPaY/jrUc0dppKbiez8Y3v7BqxoxkHd4BJT2CXv7e6NPKZ2zVtRXDp4xg1vCZFvVQVdD9iYyPTBnBq9WQESArRY+7xfniSXYF58s9XZrTZ8pQVox4HaVUzsiPthD5kfnD1ej3nyP9arLVM+am6HEtVVe6+nuSm1r5OX1u6yH6LjLXlUqhEaXQPLwh9fdYsuLS8KzvR8qZq1bPmZqUjl9AyZ26Ov4+pKX8+d7n9NQMLl+8SpuO4cVfeLQWU3o6Gp86xY9lbx8UnWVGU0Y6hvPnQFEwpaSgXEtAExiEMfqCVbPcKVOWDjv3knNJdvdGzSl/LgFo23Qj/5tVVRVN+BtqWs/1TVVVw4F6gD2WY65RVbUQc6P7JeCW3SCqqn6sqmo7VVXb3UnDGuBSVAz+9QOoE+yL1k5L10H3cTTisEWZ+mGhPL1kMksmLiJbl138vNZOyysfz2b3t7s4+NOBO3q/v+Ja1GW8Q/zwCPJBY6eh1aBOnI+wvN3qFVLSeGzcszUZsdYfnnI76VFXqF3fD5dgH2Q7DaH/6Uh8xAmLMrXrl1TUwb3CyS5qQGsc7dE6OQAQcF9zVKPJ4ouQf8fpk2cJCa1LUN1A7Oy0DBran8ifLcevRW7fzbCRgwEYMLgPB/cdAcDRyREnZ3OvUNceHVGMisUXIatCRfv/XJn9711q/zfp2RpdNez/mupK1CX86vvjE1wHjZ2WjoO6ciLiqEWZemH1eXzJ0yyfuIScUuf4qhfe48XOTzG169N89cY69m3ebfWGNUBMVDQB9QPwLaqHug3qxpEy9VBoWCjPLpnCwokLLeqhqhITFW1RV95XQcb6YaE8s2QKb1RTRoCEqMv4hPjhWXS+tB7UmbNlzpfAsBAeWfwEn0x6izxdTvHzkizh7G7u0fRvUpeAJnW5uM/6t+OTo67gWd8Pt6K6stmgjlwqU1d6hJTUlQ17hpNZdE47eboiyebeWrdgHzzq+5IVb9lZYC1nT52nbmgQgXX90dpp6T+kN3t+ubMZser4++DgaA+Aq5sr4e1bEHsp7jZr/XnGixfQBAYh+/mBVotjj54UHrS8Hhcc2I99K/MMMFJtNzSBwSjJVr4J/ieY4qORfQKQPH1Bo0XbphvGM4fLlZPqBCI5uWC6Wj0fAmylJvRcS5LUX5Kki5IkXZIkaWYlZYZLknROkqSzkiSVn4KmjJrWcw2AqqrZkiQ9D3wvSVLZj2nvAHtUVdVVdPv+7zApJj6Zt4Z56+cja2R2bookISaBkdMe4/LpSxyNPMLY2eNxdHbi5ZWvAJCRlM6SSW/Q+cGuNOsQhqu7K/c/3BOAD19+n9hz1u1BMCkmts5by+PrZyJpZI5t2k1aTCK9pz5M4pkrnI88QadxfWnYpTmK0cjN7Ot881LJJpyx/30cXJzQ2Glp1rct/x2z1CbTtKmKiYNz19H/yxlIskz0xj1kRSfS5uVhZERdJT7iBM3G9yWgaxgmo0JB9nX2Tl0DgJN3bfp9+QqYTFxPyWTPC9b7pK4oCq+9soT136xC1sh889UWYi5eZurMyZw5dZbI7XvY+MV3vLvqDXYd3UZ2Vg7PTZoBgJe3J+v/twqTyURKchrTnin5hv7M115k8MMDcXJ25Lczv7Dx8828v8z6U86ZFBPfz1vLpPWzzFMxbtpNasw1+k59mGtnrnIu8jidx/WlYZcWmIr2/8aXqr+nY/prSzl68jRZWTn0GjKayRPHMGxQvyrPYVJMrJv3CTPWz0PWyOzZtJPEmASGTRvJ1dOXORF5lEdnj8XR2ZHnV74MgC4pg+WTllRpxtVzV/P65wuQNTKRGyOIj45n1LRRxJyJ4UjEESa8+jiOzo7MXGW+DqQnpbNoonk6saX/e5OgBkE41nLks8Nr+WD6B5zce+JWb/mXMn48dzXzizLu3BhBQnQ8j00bxaVSGZ2cHZlRlDEjKZ03ijIuLpXx08NrWWGDjH/k/HbeZzy1fjayRubwpl2kxFyj/9RHSDhzhbORxxk8axQOzg6MX/kiAJmJGXz6xNto7LQ89818APLzbvLF1BU2GRaiKiZ+mbeOEetnIGlkTm/aQ0ZMIvdNG0by6atcijxB23F9qdc1DJNBIT/nOj9OM9eVde9tQtdpw1CNCiaTyo7Zn5Gfbd0Zqv6gKApLZi9n1dfvIms0bPn6By5fvMrkGZM4e+oCe37ZT1h4U9797xJqu7vSvU9XJk+fyEPdRxPaKISX5j+HqqpIksS6VV9z6YINOiZMCnkr3sNtydtIskz+jp9Q4mJxHvc4xugLFB78DcOxI9i3bY/HJ+vM15j/W4Waa/5Q5b78QzTBdZGcnPD86htyly/DcOzobd7072Y2kf+/1ThPXmCeiu9QBKaUeOwHjkKJj0H53dy5Y9e2O4YTe22b5V+oaBjyR0Af4BpwVJKkraqqnitVphEwC+iiqmqmJEl1Kn61Uq9bE2YS+IMkSXmqqrqUerwN85cW9wE/FM0iUrr8eKDd7abie6je4JrzR1aisVTDxnxVoKGxpt3oKG/RzTPVHeGOPOLarLoj3NYbx96o7gh3bELbl6s7wi1lq4XVHeGO1PwzHELlml9XAviqNbLvysLXBVV75+2viGxhV90R7ohj0+qfDelOuH7wg22mavmLUnv0sHn7zHf37kr/ZkmSOgHzVVXtV/R4FoCqqktKlVkGRKuqesf/2KBGnf2lG9ZFj0tPNtm8THFUVV0LrLVtKkEQBEEQBOEfKBBIKPX4GnBvmTL3AEiSdADQYG6Mb7/Vi9aoxrUgCIIgCILw71AVs3mUnuCiyMeqqn78x+KKYpV5rAUaAT2AIGCfJEnNVVXNKrti6RUEQRAEQRAE4R+nqCH9cSWLrwGl/2V1EOWneb4GHFJV1QBclSTpIubGdqUD8u+GIXaCIAiCIAjCP4xqkmz+cxtHgUaSJNWXJMkeGEn5/7GyBbgfQJIkb8zDRG75hQXRuBYEQRAEQRD+dVRVNQJTgB3AeWCTqqpnJUlaIEnS4KJiOwCdJEnngF3AdFVVb/nfxMSwEEEQBEEQBKHK1YR/Nqmq6k/AT2Wem1fqdxWYVvRzR0TPtSAIgiAIgiBYiei5FgRBEARBEKqcqtaoabetRvRcC4IgCIIgCIKViJ5rQRAEQRAEocrVhDHXtiAa14IgCIIgCEKVu4Op8u5KYliIIAiCIAiCIFiJ6LkWBEEQBEEQqpxa9h+N/0P8KxrXndXa1R3hth72SK3uCLfl1shQ3RFu6yE8CP9VX90xbuu1sTW/Rin8YDb2zy+u7hh35LPjb1d3hFsqXDO/uiPcsX0fFFZ3hFvytsuv7gh37FOtfXVHuKXOjkHVHeG2TIa06o5wR26czsO5pUt1xxBqiH9F41oQhL9mQtuXqzvCbdX0hrUgCP8On3/nXt0RbmvyB9WdwJIYcy0IgiAIgiAIwi2JnmtBEARBEAShyomea0EQBEEQBEEQbkn0XAuCIAiCIAhV7p86W4jouRYEQRAEQRAEKxE914IgCIIgCEKVE2OuBUEQBEEQBEG4JdFzLQiCIAiCIFQ5VRU914IgCIIgCIIg3ILouRYEQRAEQRCqnGqq7gS2IXquBUEQBEEQBMFKRM91GSHdW9Jz/hgkjcyZDbs5snKbxfJWo3sSPrYPqmKi8EY+ETM/RReTRO0gbyb8uozMy8kAJJ28ROTsz2yS0alzOzxnTAZZJu+7n8n+bKPFcpfBffF48QmUdB0AORu+J++7n3Fs1wrP6c8Ul7MLCSZ95hvc2PWbTXJqwzvgPGEKyBoKdv5IwZavypWx69QDp+HjQVVR4i5z/f1Fpf5QZ9zeW0fhkf3c/PR9q+Xq3rMLry15BY0ss+GLzax6/78Wy+3t7Vi+8g1atGpGZmY2UyZO51pCElqtljffn0/zlk3RajV8u3EbK9/7lNCGIaz4ZFnx+nVDgli+ZCX/XfOF1TJrGrbCfuA4kGSMJ37FsG+rZeb+Y5HrNwNAsnNAqlWbG0smIrl54/DoNJBkJI0Gw6EdGI9FWi1XaS27t2bMa48ja2R2b4hk26rvLJYPmDSIHiN7oxgVcvU5fDz9I3SJ6cXLnVyceHPnBxzbcZj18z6xScbbmbN4OXsPHMHTw50tX6yulgwAmtAW2Pcdbd7fp/ZgOPiDxXL73o8hhzQFQNI6INVy5cY75nPbedZaTOkJAKjZOgq+ec8mGb3vb0XTReNAI3Pty1+5+uHWCsv5PngvrT+dym99Z5MTdQUAl2Z1af7WJDQuTqCqHOz3KqYCg01y1u7RmrqvTwKNTMbXEaR8tNliudcjPQmaMw5Dih6AtLU/kvG1+Rxp9MU8arVuTN7Rc1wa/4ZN8gE0696K4fMmIGlkDmzcyS+rvrdY3mviA3QZ2QvFqJCnz+HzGavQJ2ZwT6cwHp47rricX4MAPn3ufaJ+OfqvzvkH+w4dcJ0yBTQabv74Ize+Kn8NcujRA5fx40FVMVy+TM6iReVfyAaCe7Sk6/wxyBqZc1/v5mSZtkbY6J40H2duaxiu57N75qdkxiQhazX0WDYJnxYhyBqZi9/u58RH2yp5l5rP9A8dc12tjWtJkoYCm4GmqqpeKHquEfAu0BTIAnKA11RV3StJ0njgLSCx1Ms8pqrqOavkkSV6LxrHN6OWkpusZ/S2BVyOOI4uJqm4zPktB4n64lcAGvRpQ4+5o/l2rLlhlR2XyvoBr1ojSuVkGc9Zz5H69CsYUzMI+HIFN/YcxHAl3qLY9V/2oF+6wuK5/GNRJI142vwytV0J3LaWmweP2yyn88QXyFv4MiZ9Oq5LVmM4dgDTtbiSIn6BOA4dRe6cKajX85Bqu1u8hNPIxzGei7JyLJmFy2YzatiTpCSlsjXyayK37ybm4pXiMiNGP0R2Vg7d2z/IoKH9mfnai0yZNIMH/tMXe3s7+t03DEcnRyJ/+46t3/7MlUuxDOwxvPj1D/8eyY4fd1ovtCRh/+Dj5K97AzVHh+NTizFeOI6aXnIaFG5fX/y79t5+yP4hAKh5meT/3zxQjGDvgNOzb6NcPI6am2m9fIAky4xb+ARLR72OPkXHgq3LOB55lKSYa8VlYs9eZe6D0ynML6TX6H48OmssK6a8U7z84Zce5cLhs1bN9WcNGdiHx4YNZvbCt6svhCRh338s+V8tQ83R4/j46xhjTqBmlNRDhZEljQRtuz7IfvVK1jcWkv/JXNtmlCWaLX2co8PfID9JR6cdi0nbcZzr0YkWxTS1HKk3qT9Zx2OKn5M0Mq0+epbTz35E7rl47DxcMBmMNsopU3fRU0Q/9hqGZB1Nf3yLrF+OkF/quATI3Laf+Dn/V271lFVbkJ0c8Bnd1zb5MF93Ri6YyAejF5GZomPm1iWcjjhGyqWSbZlwLpYlg2ZiyC+k2+g+DJ01mk+nvEf0wbMsHjgDAGe3WizY8yHn9lq3zrzbchaTZVxfeIGsl19GSU/Hc/VqCg4cQIkruQZpAgOpNWoU+ilTUPPykNzdb/GC1iPJEt0WjWPbY0vJS9bz8A8LiI04Tmaptkb0loOcLWprhPRpQ5d5o/lhzDIaPNgBjYOWjX1moXW0Z+SvbxLz/UFyr2VUSXbhzlT3sJBHgf3ASABJkhyBH4GPVVVtoKpqW+A5ILTUOhtVVQ0v9WOVhjWAX3gDMmNTyY5Px2RQuLDtEA36trUoU5h3s/h3OyeHKv/3Qg7NG2NMSMKYmAJGI9d37Ma5R+c//TrOfe7j5oGjqPkFNkgJmoZNMKUkYkpLBqMRw4FfsW/XxaKMQ+8HKdi+BfV6HgBqTlbJ+qH3ILt5Yog6ZtVc4W2aE3s1noS4RAwGI9u+206fAfdblOkzoAffbjD3wv20NYIu3e4151NVnJ2d0Wg0ODo6YCg0kJubZ7Ful273Eh+bQOK1ZKtlloMaYtKnoGamgaKgnPkNbZN2lZbXtuiC8UzR3QhFMTesATR2INmml6BBeENSY5NJT0hFMRg5tG0/bft0sChz/uDvFOYXAnDpZDSe/l7Fy0Kah1Lb250ztr7g3ka78Ba41Xat1gxyQANM+jTUrHQwKSjnDqG9p02l5bVhHTGePViFCcG9TUNuXE3hZlwaqkEhZctv+PYvf0w2mjmcqx9tw5Rf0ivt1aMluefiyT1n7hAwZOaByTb1aK3wRhTEJlMYn4pqMKL/fj/ufe+94/VzD5zGdP3m7Qv+DSHhDUmPSyEjIQ3FoHBs22+06tveokz0wbMYis6dKydj8PDzLPc6bQZ25Ozuk8Xl/q05/2DXpAlKYiJKsvkalP/rrzh0sbwGOT34IDe3bEHNK7oGZWVV9FJWVye8AdmxqeQUtTUubT1E/TJtDUOptobW2QG1qK2hqua2h6SR0TjaYzIYLdoldxtVlWz+Ux2qrXEtSZIL0AWYSFHjGhgFHFRVtfj+oqqqv6uqurYqMrn6eZCbpC9+nJesx9XXo1y58LG9mbTvHbrNHsnO10p6DN2CfRjz0yJGbHqVwA6NbZJRU8cbY0rJrXRjagaaOt7lyjn36krApjX4vDUXja9PueW1+vXg+s+7bJIRQPb0waQryWnSpyN5WeaQ/YPRBAThuvBDXN9YiTa8qDEmSTiNncyNz1dZPZefvy/JianFj5OTUvHzr1OuTFKSuYyiKOTm5OHh6c5PWyO4ceMGR8/t5GDUL3z80Tqys3Is1h38UH+2bv7ZqpklV0/UbF3xYzVHj1S7/EULQHLzRvLwwXTl95LnanvhNPlNnF/6CMP+rVbvtQbw8PNCn1ySUZ+sq/DC+ofuI3oRtfuEOZ8kMWrOeL5evM7que5GkqsHam6Z/e1avh4C876V3H0wxZbqY9Da4fj46ziOn4fmFo3yv8PBz5ObSSUZ85P0OJTZ367NQ3AM8CI94oTF87Ua+KOq0G7DLDpFLKH+s4NskhHA3t+TwuSSHr3CFB32/uWPS/cBnWgW8R6ha2Zg51++PrUld19PMktty8xkHe6+lZ87XYb35OzuU+WebzeoC0e3HrBJRrh7cv5B9vHBlF7qGpSejsbH8hqkCQ5GExSEx4cf4rFyJfYdOpR9GZuo5edBXpm2Ri2/8ud483G9GbX/HTrPHsn+eea2xpUfj2C4WcD44ysYe/g9Tq35iYKs61WSW7hz1dlzPQTYrqpqNKCXJKkNEAacuPVqjJAk6VSpHyerJaqgV6+ijulT6yP55L6X2LtkA52eHwLA9bQs1nR8kc8HzmH3wi954IPJ2LtYL9qtMpYNeWPPQa4NHEPS8KfIP3wS74XTLZZrvD2xb1ifmwet2yt8W2U3pkaD7B9E7vwXuf7+Amo9PR3J2QWHfkMwnDiEWqpxbjUVbj7LXBVvYpXwNs0xKSY6hPWma5sBPPHsOILrBRaXsbPT0rt/D378/hebZ67sjom2RWeUs4ctlqs5Om6ufIWb77+INrwb1HKzbr5KIlJJZ2SXod0IbdGQH9dsAaD32P6c2nXConEulFHJttSGdUQ5f9Rif9/8cCr5/32Ngi2rsO8zCsm9TsUr/x232+GSRNMFY7k4v/z3DiSNBo97GxM1eQWHB7+G78D2eN7X3PoZKwla9tTJijjKmU5Pcq7Pi+Tui6L+e8/bKEvFpAqvOxXv8A5D7qNey1AiPrYc317bx52AxnVtOtTibsl5S2Xreo0GTVAQmS++SPaCBdSePh3JxcXmMSreluXL/b4uki+7vsTBJRtoW9TWqBMeiqqYWNfuOb7oPI1WTw6kdt3yHWh3b0UStgAAIABJREFUC9Uk2fynOlRn4/pRYEPR7xuKHluQJOk7SZJ+lySp9DdQyg4LqfB+iCRJT0qSdEySpGOH8mIqKlJObrIe14CST+Iu/p7kpVXey3dh6yEaFt3KUQqN5GeZby2lnoklOy4Nj1C/O3rfP0NJTUfrV3IiaX29i7+4+AdTdi4YzLdhczf/hEPTeyyWO/ftzo1dB8CoWD1fcQZ9OnKpnmrZ0wdVbzkmTNWlYzh6ABQFU1oKSlI8sn8gmnua4ThgKLU/2oDTmGdw6NYXp1FPWiVXSlIq/oG+xY/9A3xJTbFsxCcnpRIQYC6j0Whwre1CVmY2/3l4ILt/PYDRaESXoef44ZO0DA8rXq9H7678fvo8Gel6rEnN0SO5lQyhkGp7Vtr7rGnRqWRISNnXyc3ElHYNTb0mVs0HoE/RWQzz8PT3IjO1/HYI69KSwVMeZvmkJRgLzcNVGrZpTJ9xA3h3/2oee3Uc9z3UgxGvjLZ6xruFmpuJ5Fpmf+dVsr+blR8SouaZb22rWekocRcsx2NbSUGyHqeAkoyOAZ4UpJRk1Lo44tIkiA6b59H96Ie4tW1Im/UvU7tVKPnJOjJ/O49Bn4vpZiHpkaeo3SLE6hkBCpN12Jfqibb38yr+4uIflKxc1KJjMf2rCJxbNLBJlspkpujwKLUtPfy9yK7gutOkSwv6TxnKqknLis+dP7R9sBOndhzBZMM6/W7J+QdTejpyqZ5q2ccHJcPyGqSkp1NwoOgalJKCMT4eTWBg2ZeyurxkPS5l2ho3Uitva8R8f4j6/cxtjUZDOhO/+zQmo8JNXQ4px6LxaRla6bo1nara/qc6VEvjWpIkL6An8IkkSbHAdGAEcBYovo+pqupQYDxQ+b2nSqiq+rGqqu1UVW3X0aXRHa2TEnUFj/p+uAX7INtpaDKoI5fL3NJ0DylpmIX2CiczNgUAJ09XJNn8Ccmtrg/u9X3Jjkv7s7Fvq+DsRbR1A9EG+IFWS61+Pbixx/LiqvEu2VzO3TthuGr5ZUeX/vfbdEgIgHLpIrJ/EHIdc067Lj0pPGbZ6Cs8uh9tWDgAkqsbGv9gTKnJ3PjgDbKfGUHOsyO5+fkqCvb+ws0vP7ZKrqiTZ6kfWo/guoHY2WkZNLQ/ET/vtigTuX03w0YOBmDg4D78tu8IAInXkul8n/m2oZOzE63bteRyzNXi9QY/NMDqQ0IATImXkT39kNx9QKNB06Izxgvlv4gqefkjObpgSoguea62J2jtzA8ca6Gp2xhTqS/GWcuVqEv41ffHJ7gOGjstHQd15USE5UwA9cLq8/iSp1k+cQk5uuzi51e98B4vdn6KqV2f5qs31rFv8242vmm9mVbuNqakK8ievkhu3iBrzA3o6JPlykmefkiOzpgSL5U86egMmqLvqTu5oAluhCkjsdy6f1f2ycs4h/rhVNcHyU6D35DOpO0oOSaNuTf5tdmT7Gn/HHvaP0f28UucGPs2OVFXyNh1GpdmdZGd7JE0Mh6dm5b7IqS1XI+KwbG+P/bBdZDstHj+pytZEUcsytjVKbkd7963PfmXrpV9GZuKi7pMnRB/vIJ80NhpaDeoM6cjLO8qBoWF8NjiJ1g1aRm5upxyr9F+cBeObbPtUIu7JecfDBcvogkKQvYzX4Mce/ak4DfLa1DB/v3Yhxddg9zc0AYHm8do21ha1BXcQvxwLWprNBzckatl2hpupdoa9XqFk13U1shL1BHYxdypo3VywLd1Q7IuWb9OF/6e6pot5GFgvaqqT/3xhCRJe4BoYJYkSYNLjbt2rqpQqmJi59x1DPt8BrJG5szGPeiiE+kybRgpZ65yOeIErcf3pV7XMEwGhfzs6/w8bQ0AQfc2octLwzAZFVRFJWL2Z+Rn22AclGJCv3QFvquWmKfi+34HhstxuD8zjoJz0dzccxDXR4fg3KMTGBWUnFwy5r1VvLo2wBeNnw/5x09bP1tpJoUbn76Py6tvgSxTuOtnTNdicRwxAeXyRQzHfsN46gh2rdpR+921YDJx4/PVqHnlK2RrUhSFea8sZv03q9BoNGz6agsxFy8zbeZkTp86R+T23Wz84jveXbWYPUd/ICsrmymTzN9yX//pBt7+cCERBzYjSRLffPU9F86Z74o4OjlyX49OzJ620PqhTSYKf/wMx7GzQZYxntiFmn4Nu56PYEq8gnLR3KjRtuyC8XfLi4fkE4hjv9GomG+QGw78gJqWYP2Iiol18z5hxvp5yBqZPZt2khiTwLBpI7l6+jInIo/y6OyxODo78vzKlwHQJWWwfNISq2f5O6a/tpSjJ0+TlZVDryGjmTxxDMMG9avaEKqJwh3rcXx0BsgSxqi9qBmJ2HV7CFPyVZQYc0NbG9YJ47nDFqvKXgE4DJyAqqpIkoThtx8sZhmxWkTFxLlZn9Fuw2wkjcy1r3eRd/EaDWc8QnbUFdJ3VD4LkTH7OrGrf6TTdvPUdumRJ0mPLP/hwSoUE/Fz/497vnwNZA26jZHkRycQ8PKjXI+6RHbEUeo8/gDufTqgKgrGrDxip35QvHrjbxfj2DAQTS1HWh79hNiXV5Czp/w44r/DpJjYMO+/PLf+VWSNzG+bdpEcc40Hpw4n/sxlTkceZ9is0Tg4O/LEymkAZCZmsOoJ8yxVnkE+ePh7E3PIat/tv6tzFlMUct9/H4+3zNeg/J9/RomNpdaECRgvXqTgt98oPHIE+3bt8Fq7FtVkInf1atQc216DwHz+7Ju7jkFfzEDSyFzYuIfM6ETavzSM9NNXiY04QYvxfQnqGobJqFCQfZ2dU81tjTPrIuj5zpOMjFwKksSFTXvRXbB+nV5VqmvYhq1JlY2ZsumbStJuYKmqqttLPfc85un33geWA02AVCAXWKaqamQlU/FNVlX1lhM1v113dDXdGLhzD3um3r5QNXNrZJt5aK0t/FfrDsuwhXPPNqvuCHfkqXW2/Ua/NXx2vBqnzbtDhWvmV3eEO7bvg5q9z73t8qs7wh37VGtf3RHuevNDrH8H2Fa+vRxU3RFua3LCFzWqNXuuwQM2b581u/xjlf/N1dJzrapqjwqe+6DUw4GVrLcWWGuTUIIgCIIgCEKV+af+E5nqnudaEARBEARBEP4xxL8/FwRBEARBEKpcdf2TF1sTPdeCIAiCIAiCYCWi51oQBEEQBEGoctU1D7WtiZ5rQRAEQRAEQbAS0XMtCIIgCIIgVDkxW4ggCIIgCIIgCLckeq4FQRAEQRCEKidmCxEEQRAEQRAE4ZZEz7UgCIIgCIJQ5cRsIYIgCIIgCIIg3JLouRYEQRAEQRCq3D91tpB/RePa5S647eDRylTdEW5L4+NW3RHuiFbKqe4ItyV53h3bMltNrO4It1W4Zn51R7gt+6fmV3eEO+b+0cvVHeGWnB0M1R3hjuUaa/bNYR/Jvroj3FZstCch9+irO8YdOay5Wd0RbmtydQf4l/hXNK4FQRAEQbg7xUZ7VneE21pp/8/sgbU1MVuIIAiCIAiCIAi3JHquBUEQBEEQhCr3Tx1zLXquBUEQBEEQBMFKRM+1IAiCIAiCUOXugvkm/hLRuBYEQRAEQRCqnBgWIgiCIAiCIAjCLYmea0EQBEEQBKHKian4BEEQBEEQBEG4JdFzLQiCIAiCIFS5mv+/qf8a0XMtCIIgCIIgCFYieq4FQRAEQRCEKqfyzxxzLRrXZQT3aEmX+WOQNDLnv97NqZXbLJY3G92TsHF9UBUThuv57J35KZkxSchaDd2XTcK7RQiyRib62/2c/GhbJe/y92hbtMdx1LMgyxj2/ETBjxvKlbHr0B2HIeMAFSX+MjdXLwZA8qyD08SXkD19QIXry2ehZqTaJKemcWsc/vOEOefhCAy7vrVYbj94IpoGzc257B2QXNy4PncUAI6TXkNT7x6Uq+fJ/+8iq+bq1rMzcxe/jEbWsPGL71jzwVrLXPZ2vL1yIc1bNiUzM4vnJ80kMSEZOzsti96ZQ4vwpphMKgtffYvDB44D8MCQvkyeOhFZI7M7Yj9vvv6+VTPL9cKw7z4cZBnj7/sxHtthsdyu2yNoghubH2jtkZxdublqKnLQPeb1ikgefhT+/H8ol6Osmg+gTfc2PDH/SWSNTMSGX/jfyv9ZLP/PpCH0fbQvilEhR5/D+y+/R3piOgDz179O49aNOX/sHAsmLLB6ttI0oS2w7zsaJBnjqT0YDv5gsdy+92PIIU0BkLQOSLVcufHOMwA4z1qLKT0BADVbR8E379k0a0XmLF7O3gNH8PRwZ8sXq6v8/f/g1qM1IQsfR5Jl0r6OJGnFdxWW83ygE/f833TO9J/O9dOXkey01F/2NC4tG6CaVOLmfUrOwbM2y1mrW1v85j6JpJHJ3PgLujXfWP4dw3rj+8rjGFN1AOg/30bWpl+wC/AhaNUcJFkGrYbM9dvI/Ppnm2Rs2b01Y1573Fx/bIhk2yrLbTlg0iB6jOyNYlTI1efw8fSP0BWdOwBOLk68ufMDju04zPp5n9gkI0CT7q0YOm8ckkbm8MZf2blqq8Xy7hMH0nFkT0xGhTx9LhtmrCYzMQOAB2c+RrP7WwPwy4ebOfXDQZvl/INbj9bUK3WMJpc5Rr2H30/duWMpTNEDkPrZz6R/FWnzXAAtuoczap55n+/ZuJMfy+zzfhMH0X1kL0xGEzn6bD6dsbJ4n392eRMJF+MB0Cdm8N4TS6sks3DnakzjWpIkBTgD2AFGYB3wnqqqJkmSegAvq6r6oCRJvsCnQHBR2VhVVQdaJYMs0XXROH54bCnXk/U89MMC4iKOkxmTVFwmZstBzn3xKwD1+rSh07zR/DRmGaEPdkDjoOWbPrPQOtoz4tc3ufT9QXKvZVgjWumQOI59nuvLZqDq03GZvxLDyYOYkuKKi8i+gTg8+Ch5i56HG3lIru7Fy5yffIWCbV9hPHscHBxBtdEU7pKMw9CnuPnxa6jZOpxeeBvjuSOoqQnFRQq3flr8u12XB5ADQ4sfG3Z/h8HeAbuO/awaS5Zl5r/5CuMenkxKUirfRXzBzu17uBR9tbjMI6OGkJ2VQ88O/+HBoX155bUXeH7STEaMeQiAgd1G4OXtwX83rmBI79G4uddm5vwX+E+vUeh1Wby14nU639eB3/YdsU5oScL+/kcp2Pweal4mjo/OQrlyGlWfXFzEsPcbDEW/a1vdj1wnGADTtWjyvyz6cOLgjNOERShx56yTqxRZlnl60TPMHTUHXbKO5dve5XDEYRJiSvb3lbOXmfbAVAryCxgwegATZk9g2bPLANi8ZjMOTg4MGNXf6tksSBL2/ceS/9Uy1Bw9jo+/jjHmBGpGyTleGPlV8e/adn2Q/eqVrG8sJP+TubbNeBtDBvbhsWGDmb3w7eoLIcvUX/wE50e+TmGyjuY/LSNzx1FuxlyzLFbLEb+JA8k9Hl38XJ1RvQE43WsqWi83mnw5h98HzLBNXSTL+M9/hrhxczCkZBD63bvk7jxE4aUEi2I5P+4l5XXLDyqG9ExiH3kJtdCI5OxIg59XkrvzMMY0vVUjSrLMuIVPsHTU6+hTdCzYuozjkUdJKrUtY89eZe6D0ynML6TX6H48OmssK6a8U7z84Zce5cJh231AMeeUGLbgcVaPfoOsFB1Tty7m94jjpF5KLC6TeC6W5YNmY8gvpPPoPgyaNYr1U96n2f2tCQoL4e2Br6C1t2PKxnmc332Kgrybtgssy4QsfoILRcdo2E/LyKrgGNVtPUDcq7b7QFIRSZYZu+AJlo1egD5Fx/ytb3Iy4ihJl0qyxZ27yvxBMyjML6Tn6H6MmDWGlVOWA1CYX8i8gS9XaWZbMf1D/4tMTRpzfVNV1XBVVcOAPsBA4LUKyi0AIlRVbaWqajNgprUC1AlvQE5sKrnx6ZgMCpe3HiKkb1uLMoZSlYGds0PJBUEFrZMDkkZG42iPYjBSaIOKQxPaBFNqImp6MihGDId3Ydems0UZ++4PULBzK9zIM0fLzQJADqgHGo25YQ1QkA+FBVbPCCDXbYRJl4KqTwXFiPHUPrRhHSotr23dDePJvcWPlUunocD6269Vm+bEXb1GQlwiBoORH77bQe8BPSzK9B7Qg80bzL2ZP2/dSaf72gPQsHFocYNZl5FJTnYuLcKbERwSyNXL8eh15u18YM8R+g3qabXMsl991Ow01JwMMCkYo4+hadCq0vKaxu0xXjxa/vlGbVFifwejoYK1/p5G4feQHJtManwqRoORvdv2cm/fjhZlzhw8Q0G++Xi7ePIiXv7exctOH4jipi0vtEXkgAaY9GmoWelgUlDOHUJ7T5tKy2vDOmI8a/setj+jXXgL3Gq7VmsGl9YNyY9NpiA+FdVgRPf9fjz6lT+/g2c8RtLKLagFhcXPOd0TTM6+0wAYddko2dep1aqBTXI6tbqHwrgkDAkpYDCS/cNeXHt3vP2KAAYjaqERANneDkm2ze3rBuENSY1NJj0hFcVg5NC2/bTtY7ktzx/8ncJ88za8dDIaT3+v4mUhzUOp7e3Omb3WvxtVWt3whmTEpaBLSEMxKJzc9hvN+7azKHPp4DkMRTnjTsbg7ucJgG+jQC4fPo9JMVF4s4DE8/E07V55HWYNZY9RfSXHaHUIDW9IalxK8T4/vG0/bfq2tyhzoew+9/Oq6KWEGqomNa6LqaqaBjwJTJEkqWyN5g9cK1X2tLXet5afB3lJJb0Secl6avl5lCsXNq43j+5/h46zR3Jg3noArvx4BOPNAsYeX8How+8RteYnCrKuWytaMcnDG1VfcjvQpE9H8vC2KCP7BaHxDaLWnPepNfdDtC3aFz+v3riO83PzcVmwGscRT4Jkm0NAcvNCzSrptVezdEhuFVcOkocPkmcdlEtnbJKlNF9/H5KTUoofpySl4etfx6KMn78PyYnmMoqikJuTh4enOxfORtO7f3c0Gg1BdQNo3qop/oG+xF1JILRRCIHB/mg0GvoM7IF/oJ/VMku13FFzM4sfq7mZSLXcKy7r6ons5o0p4UK5ZdrG7SpsdFuDl58XGUklx6UuOQMv38ovBn1G9OX4ruM2yXIrkqsHaq6u+LGao0dyLX+OA0i1vZDcfTDFlurp19rh+PjrOI6fh+YWjfJ/Ons/LwqTSrZjYbIOe39PizLOzetjH+BFVqTlfr5xNtbcyNHIOATXoVbLBjgEWNZh1qL19cKQXFIPGVMysKvguHTt34XQH1cQtGIW2lIf+rT+3oT+uIJG+9eSseZ/Vu+1BvDw80KfXLIt9ck6PPw8Ky3ffUQvonafAECSJEbNGc/Xi9dZPVdZ7r6eZJXa59nJetx8K8957/D7Ob/7FABJ5+Np2iMcO0d7anm40qhTM9z9bdtYrOgYtfMvn9dzYCdaRC6n0cfTsQ+omgash68n+qSS41KfrMfjFvVl9+G9OF20zwHsHOyZv/VN5n63hDZ9a8YHhr/KhGTzn+pQY4aFlKWq6hVJkmSgTplFHwEbJUmaAkQCn6mqmlTuBf6Kcu34iu9Unl0Xydl1kTQc0ok2zw9h17Q11AkPRVVMfN7uOezdajHk27lc2/87ufHp5V/gb2Ws4LmyITUaZL9Ari+ZhuThg8ur75H76kSQNWjvaU7uvKdRdak4T56L3X39MOy1zTjC2+Ysog2/D+Pp30C1/aQ85T+rUT5XhceByjdffk+De+qzJfILEq8lc+JIFIqikJOdy7zpS/jgk6WYTConjkZRt16gFUPfeVFN4/YYY06U/5ucayN7BWKKs82t44o3a8X7u8fQHjRs2ZBZw6120+nvqeS2pDasI8r5oxbb8uaHU1HzspDcfXAcNZP8tGuoWWlVFLQGqbAeKr1cImT+BC6/+GG5YmkbduLUKIgW29+i4Fo6uccuoCqKjXLe/uTJ23mYnG27UQuNeDw6gMC3phE3ejYAxuQMrjwwBW0dT4JXzyHn5wMoRXeorBaxoicrOSa7DO1GaIuGLBoxB4DeY/tzatcJi8a5zdzJtadI2yFdCW4ZyooRrwNwcd9pgluG8sLmBeTpcog9EYNJsXF9f7tjFMiKOIpuyz7UQiN1xvQl9L3nuTC8ohvmVo5WyTWmIp2HdCOkZQOWjCgZjjat81NkpWXiE+zLK1/P59qFONLibfPdKeGvqbGN6yLljkBVVXdIkhQK9AcGACclSWquqqpFK1aSpCcx937zmHsH7nNpdNs3u56sxyWg5JOti78nN1IzKy1/6ftD3PfGBAAaDulM/O7TmIwK+bocUo5FU6dlqNUb16o+A8nTp/ix7OmDmmVZsZr06SiXz4OioGakYEpOQOMbhJqZjhJ3yTykBDCcOICmQTMMWL9xrWbrkNxLeoAkdy/UnIp7fbTh91GweY3VM1QkJSkN/4CSXmW/gDqkpqSXLxPoR0pyGhqNBtfaLmRlZgPwxpyScY7f/PQZsZfNXyr5dcdeft1hHtYycuxDVr1wqHlZFr2rkqsH6vWKL/Dae9pRuOvrCp9XLp8Ck20uaBnJOrwDSo5LL39v9BX08rXq2orhU0Ywa/hMjEW33KuSmpuJ5FrSQyTV9kTNq/gc1zTrSOF2yx5BNc+83dWsdJS4C8h+9VD+hY3rwmSdRS+fvb9X8ZfCADQuTjg1qUuzbxcCYOfjTuO1s7g4fgnXT18mbv5nxWXDti4m/0rJ9wesyZiSgV3pnmg/bwyplvWlkpVb/Hvmxh3UeWVC+ddJ01MQE49z+zBytx+wakZ9is5imIenvxeZqeXPnbAuLRk85WHeGD63+Nxp2KYxjds3pfeY/jjWckRrp6Xgej4b3/zCqhkBslL0uJfa527+nmSnlT937unSnD5ThrJixOsopc7xyI+2EPnRFgBGv/8c6Vdts8//UNExakix3K7GzLzi39O+jCT41TE2zfQHfYoOz1J3azz9PcmqoL5s1qUlg6YMY/GIuRb1ZVbRdk9PSOXCobPUDat/1zau/6mzhdTIYSEARQ1oBSh35VJVVa+q6leqqo4BjgLdKijzsaqq7VRVbXcnDWuAtKgruIX44Rrsg2ynocHgjsRGnLAo4xbiW/x7vV7hZMeahw/kJeoI7BIGmMde12ndkMxL1ulQL025egGNbyCStx9otNjdez+Gk79ZlDGeOIC2aTgAkkttZL8gTGnJKFcuItVyRXJ1M+ds1trii5DWZEqIQfb2R/KsAxot2vD7UM6W/4Kf5BOI5FQLU1z5YQy2cPrkWUJCgwmqG4CdnZYHh/Zj5/Y9FmV2bt/DQyMfBGDA4F4c3GceSuHo5IiTsyMAXbrfi1FRir8I6eVtbvzWdnNl1IRH2PhFxTMn/BWmlFgk9zpItb2K7j60q3C2D8nDFxydMSVfKbfMPA7bSl+wrEBMVDQB9QPwDfZFa6el26BuHIk4bFEmNCyUZ5dMYeHEhWTrsm2W5VZMSVeQPX2R3LxB1qBp1hFj9Mly5SRPPyRHZ0yJl0qedHQGTVF/hJMLmuBGmDISy637b5B36hKO9f1xCK6DZKfF6z9dyfylZMiRknuD483Hc/Lepzl579PknYgubljLTvbITg4AuHVrhWpUyn3JzFpuno7GPiQQuyBfsNPi9mA38nZaHpdan5IPrq6976Wg6MuOWj8vJAd7AOTaLji1bUbhFevnvBJ1Cb/6/vgE10Fjp6XjoK6ciLAcvlUvrD6PL3ma5ROXkFPq3Fn1wnu82PkppnZ9mq/eWMe+zbtt0rAGSIi6jE+IH55BPmjsNLQe1JmzEZZDfgLDQnhk8RN8Mukt8nQ5xc9LsoSzuwsA/k3qEtCkLhf3WW1EZ4XKHqOeZY5RALs6Jfveo2978mOq5ny+GnUJ3xB/vIPM+/zeQV05GXHMokzdsPpMWPwU701aSm6pbelcuxZae3M95OLhSqO2TSy+/CrUDDWy51qSJB9gNbBCVVW19C0USZJ6AodUVb0hSZIr0ACIt8b7qoqJ/XPX8cAXM5A0Mhc37iEzOpF2Lw0j/fRV4iJO0Hx8XwK7hmEyKhRkX2fXVHOP6+/rIrj/nScZHrkUJImLm/aiv5Bwm3f8C0wmbn7+IbWmv2me4m7vz5gS43AYOh4l9iLGkwcxnjmKtnk7XBb/F0wK+Rs/Rr1uPjnzN6yh1ivmWQaU2BgKd/9o/YxFOQu++xinJ+aDJGM4uhNTagL2/R5DSbiEcs7c0LNrfR/GU/vLre40eTFynSBwcMR5zqcUbFqBUkEj6M9SFIXXZ77J2m8+QpZl/vfVVmIuXuHFmU9z5tQ5dm7fy6Yvt/DOyoX8euR7srKyeeGJWYC5Ab32m48wmVRSk9N46ZmS23RzF0+nSdg9AKx4++PiHm2rUE0U7tqAw9AXzNPHnT2Aqk/GruMgTGlxKFfMFylt4/YoF4+VW12q7YXk6oHpWoz1MpVhUkysnrua1z9fgKyRidwYQXx0PKOmjSLmTAxHIo4w4dXHcXR2ZOYq83CQ9KR0Fk0092wu/d+bBDUIwrGWI58dXssH0z/g5N4Tt3rLv0Y1UbhjPY6PzgBZwhi1FzUjEbtuD2FKvooSYz7GtGGdMJ6zbITJXgE4DJyAqqpIkoThtx8sZhmpKtNfW8rRk6fJysqh15DRTJ44hmGDrDurzm0pJmJf/YQmX81D0sikbdjJzegEgqaP5HrU5XKNmNLsvNxo8vU8MKkUpui49NwHNs2Z8voq6q5diCTLZP0vgoKYeHxeHM3NMzHk7TyM57jBuPS6FxQFJTuPpBnvAuDQIBjf2ZPMQx8kCd0nmymItn5nhEkxsW7eJ8xYP888LdumnSTGJDBs2kiunr7MicijPDp7LI7Ojjy/0jxDhC4pg+WTllg9y+1yfjvvM55aPxtZI3N40y5SYq7Rf+ojJJy5wtnI4wyeNQoHZwfGr3wRgMzEDD594m00dlqe+2Y+APl5N/li6grbDwspOkYbFx2j6UXHaGDRMZr1y1H8Jg7EvW97VKMJJSuXy1PLD2OyBZNi4vN5nzB9/VxkjczeTb+SGJPyqqP2AAAgAElEQVTA0KkjiT1ziZORxxg5aywOzo48u/IloGTKvYCGQYxf/FRxPfTjqu8sZhm52/xT/0OjVNk4n6pWwVR8nwPLK5iKbzowoaiMjHnM9TuVvCwAq4NH14w/8hYe7WnbW2TWoPFxqe4Id6TVWht8qLGyM3Pa375QDTBiec3vmd3wVOVfqqop7J+aX90R7tjxljV7iq/aTraZ4cgWFhsdqjvCLflI9tUd4bZGFhbevlANsNL+7hjesC722xoVNMJ3hM3bZ31SN1b531xjeq5VVdXcYtluYHfR728Bb1VNKkEQBEEQBMEWxJhrQRAEQRAEQRBuqcb0XAuCIAiCIAj/Hv/UMdei51oQBEEQBEEQrET0XAv/z959h0dRPH4cf+9dekJ6LxBCACmShN6UXpQi/lSkF8WCgg0BRZqoNBELzYYCiqCiXyCAQOgdQoDQOyHt0ntIubK/PxKSuxQS9S4BnNfz5NG9nd37MLuzO5mb2wiCIAiCINS4h3XkWnSuBUEQBEEQhBonvtAoCIIgCIIgCMI9iZFrQRAEQRAEocbpHs6BazFyLQiCIAiCIAjGIkauBUEQBEEQhBqnE3OuBUEQBEEQBEG4FzFyLQiCIAiCINQ4ubYDmIgYuRYEQRAEQRAEI/lPjFw/1yKmtiNUSZMCZq739+HIPpZV2xGq5XZWYm1HqFJO6OXajlAtCurUdgShhrU6u6i2I9yT9mZEbUeotvEDf63tCPeU9gDMd9VK939GgA5a69qO8EASf0RGMLn5+z1qO8I9veGrqu0IglDOwa8KaztClRyXvVvbEarlfu9YC4IgPAhE51oQBEEQBEGocboH5JOJv0vMuRYEQRAEQRAEIxEj14IgCIIgCEKNE08LEQRBEARBEAThnsTItSAIgiAIglDjHtanhYiRa0EQBEEQBEEwEjFyLQiCIAiCINQ43cP5sBAxci0IgiAIgiAIxiJGrgVBEARBEIQap3sA/kroPyFGrgVBEARBEATBSMTItSAIgiAIglDjxHOu/yPMW7XF8ZufcPxuLVbPDauwjEXnbjisWI3D8lXYTZ4BgMLNA4cvv8Vhyfc4LF+F5RMDTZaxUZcWvLN7Ee/uW0yX8QPKrW87vAdvbp/PxG1zeeX3WbgH+gBg42jHuHUfMPvCDwz8cIzJ8lXEsl0b3H5Zjdv6n7EdMbTCMlbdu+L604+4/vQjjrOmG/X9+/TuyoXzB7h88RBTJr9ebr2FhQW/rF3B5YuHOHIolHr1fEvWTZ0ygcsXD3Hh/AF69+oCQKNGDTgZvrPkJy3lMm9MHGewz3fefgVNYRwuLk7/Or9Fm7Y4r/oJ5zVrsRlS8Xlp2aUbzj+sxnnlKuynzSh53WHeQlw3bcHhk3n/Ose9hHRpyfK9X/P1gW955rVny60fOG4QS3cv58sdS5iz7hPcfNxK1s1a8yFrz61n+o8zTZoRwLVbEI8dXsxjx76g/sTK26lH/3b0TVyPfVBAyWt2TevSfuscOu3/lE77FqKwNDdJRoeuIQQdXELw4WV4T3i60nLO/TrQPv5PbFs0AEAyNyPg8wm02P05j4Ytxr5DM5Pkq47pcxfzeL8hDBrxaq1lADh89ioDJ39B/0mLWRm6v9z6+JR0Xpr3A89OW8KLn3xPYlpmybrxC1fT+ZWPmfDZTybN6NgtmJaHvqTl0SX4TBhUaTmX/u3plLABu6DS4x34xWsE7/2M4N2LsO9o2uPt1i2Iboc+o/vRzwmcUHnb8erflgEJ63DQazsA1j4uPHHjRwLG9zNZRsduwYQc/IqQI0vxuUfbcenXno6qP7DVr8vPXydoz2KCdn1m8rbj17UFQ/Z9ytCDnxH8Wvn7eNMR3XkubB7Pbv+Ep/6YgVNDbwAUZkq6LX6F58Lm8fyeBYS8Xn7bB4lOMv1PVSRJ6itJ0hVJkq5LkvTePco9K0mSLElS66r2WSsj15IkaYFzxe9/Cxgpy3KG3vq3gXmAhyzLmcWvdQU2ATcBGyARWCjL8hajBVMosB3/FlnTJ6FLScbh829QHzuMNuZ2aRFvH6wHDydr8uvIOTlIDo4A6NJTyZz0OmjUYGWN4/IfKTx+GDkt1WjxACSFxMA5Y1k5Yh5ZCam8vvljLoWdIul6XEmZyE1HOLF2NwBNerak34wR/Dh6AeoCNWGfbcCjsS+ejfyMmuueFArs33mTtLcno01KxvX7ryk4dARNVGm9Kn19sBsxjNTXJiJn56BwdDTi2yv46stP6PvkUGJjVRw7uo3QLTu5dOlaSZkXxg4lPT2TR5p2ZvDggcyb+wHDho+nSZOGDB78FC2Cu+Pt7cGOv9bTpNljXL16g9ZtepfsPzoqgo2b/irZn6+vNz17PM7t27HG+AdQ5423SJ8yCV1yMk7Lv6Hg6GG0t/Xqz8cHm6HDSX+j+LzUq787v61HsrLCur/pLsIKhYJXPh7PrOHTSVWlsij0c06EHSfmWkxJmVsXbvBOv7cpzC+g74gnGDNtLJ++vhCA/33zJ5bWlvQZ3tdkGYuCSjSd/wLhgz8hPz6VDjvmkrQjgtyrcQbFlLZW1BvXl4yI0nNEUioIWvY6Z19fRvbFaMyd7NCpNSbIqKD+3Je4NORDClWpNN+2kPQd4eRdMzyXFLZWeL74JNkRV0tecx/eE4CzPd7GzMWBR9ZO5/wTU0Cu+fGhQU/2YtgzA5n20aIaf++7tDodc1eH8s3UsXg42zNs5td0bdmEBj7uJWUW/7KdAZ2DGfhYS45fuMGXv+1k7qvPATCmX2fyCtRs2BtuupAKBQHzxnFh8BwKVWkEbZ9P2s6T5F01PN5KWyu8yhxvjxFFx/tMt0mYu9rTdO0HRPZ9zzTHWyHx6LyxHBs8lzxVKo9t/4SEnRHkVNB26r/Yl3S9tnNXsw9HkrTnjPGzlWRUEDD3JS48P4dCVSot/lpA2s7wcnWpsLXCc1w/w7osbjuR3d/B3MWeJr9M52zfqSapS0kh0fnj0WwZNp9cVRr/t2UOt8MiSL8WX1Lm2sajXPx5DwD1erWkw8wRbBu5kID+bVFamvF7r/cxs7Lg+T0LuL7pKNmxKUbP+V8gSZISWAb0AmKBcEmSNsuyfLFMuTrAG8Dx6uy3tkau82RZDpZluTmQBpQdShwKhANlf+08KMtyiCzLjSn6Ry6VJKmHsUKZNWqCNj4OXYIKNBoKDuzBvH1ngzJWfQaQv+V/yDk5AMiZxb8TaDRFHWtAMjcHyTRV6xccSOrtRNJjktCqtUSGHqVJ71YGZQpy8kr+38LGErn44qDOK+D2yStoCtQmyVYZ8yaPoI2NRxtfVK95u/Zg2bmTQRmbAf3J/XMjcnZRveoyMira1T/Stk0IN25EcetWNGq1mt9+28TAAX0Mygwc0JuffvodgD/+2Er3bp2LX+/Db79torCwkKioGG7ciKJtmxCDbXt078zNm7eJji69yXy2aDbvTfukpO7/DbNHmqCJi0OnKj4v9+7BsmOZ87LfAPI2652XevWnPn0K+c6df53jXhoGNyIhSkVidCIatYaDoQdo27u9QZlzR89RmF8AwJXTV3Dxci1Zd/ZwJHl6562pOLYM5M6tBPJuJyGrtSRsPIJH3/KDEA3fG8ytZaHo8kvbikvXFmRfjCb7YjQA6vQc0Bn/xmsXEkh+lIqC6ERktYbUTYdw6tO2XDm/KcOIX74RuaCw5DXrRn5kHTwLgCY1E21mbsnIXE1rHfwoDvZ1auW97zp/IxY/Dxd83Z0xNzOjb/tH2RdxyaDMjfhk2jUrqqO2TQPYF3G5ZF27Zg2wtbYwacY6IYHk30qgIDoJWa0heeNhnPu0KVeu7tQhxC3fhE7v+m3TyJfMg+cAUKdkocm6g12waY63U0ggubcSuBNd1HbiNx7Fs0/5tvPI1MFcXx6Ktsx9xrNva3Kjk8i+YoQBh0rYhQSSF5VQ0nZSNh2qpC6HEr9sIzqDtuNLxqHiukzNQpOZW/IJgbG5BzcgKyqR7OhkdGotNzYfw7/MfVytdz00t7Es7eTLYGZtiaRUoLSyQKvWUFgD105T0dXATxXaAtdlWb4py3IhsB54qoJyHwELgfzq/Lvuh2khRwGfuwuSJDUA7IDpFHWyKyTL8hlgDjDBWEEULq7oUpJKlnUpyShdXA3KKH18Ufr4Yf/pUuw/W455q9KbnsLVDYelP+C06nfyNvxi9FFrAHsPJzLjS/ebpUrDwcO5XLn2I3vx7v7P6fveMEJnrzF6jr9D6eaKNkmvXpOTUboZ1quZny9mfn64LF+CyzfLsGxX/oL4T3n7eBITWzoiEBunwtvbs9IyWq2WzMwsXFyc8PauYFsfw20HD36K9b9uLFnu378XcXEqzp41+MX3H1O6uqJLNqw/hWuZ+vP1Renrh+OXS3FashyLNuU7Y6bk4ulCSnxyyXKqKgUXD5dKy/d6vjcReyNqIpoBS09n8vTaT358Gpaehu2nTnN/rLxdSA47ZfC6bQMvZBlar3+fDmHzqG+ij2MtPF0o1MtYqErFwsswo03z+lh4u5Cxy7AO71yIKuqIKxVY+rlj26IBlt6G58p/SVJ6Fp7ODiXL7s72JKZnGZRpXNeTXeEXANh98iK5+QVkZJv2l1F9Fl7OFMaXjjoWqlKxLHO8bZvXx8LblfQww+OdeyEK577Fx7uuO3YtArD0rrzd/RtWXk6GbUeVipWX4ZQ3++b+WHs7kxR22uB1pY0lDSYM4OqiP0yS7S5LT2cK4/TrMg0LT8P6sG1eH0tvV9LLtp2Lt4s64sVtx65FAyx8TNN2bD2dyIlPK1nOUaVh61l++mCz0T0Zeugz2k8bwuGZRffxm1tPoMkrYFTEUkYc/4LIb7ZRkJFrkpwPC0mSXpYk6aTez8t6q32AGL3lWPT6pMXbhwB+f2emRK1+obF4OL4HsFLv5aHAOuAg0FiSJHdZlpMq2h44BUw2YqByL5Ubl1IqUXr7kvXemyhc3bBfuITM18Yi5+agS0kmc8ILSM4u2E//hMLD+5Ez0o0Wr9KMFYyOHvspjGM/hRE0sCPdJw7i90lfGzfH31FB5nIftSmVmPn5kDrxLZTubrgs+4rkUWORc/79RUOqRp1VXKbqbc3NzRnQvzcfTC+az2xtbcW0996g75MVz4v+ZyqqvzLLSiVmPr5kvPMmCjc3nL5YQtqLRedljajwEFc8qtvl6a4Etghk2uBKp7aZToXz7/RyShJN5ozi3Jsrym+qVOLUrjFH+3yANq+Athumk3n2FmkHz5s+o35VShL+s8dy460l5Yolrd+NdUNfHt3+KQWxyWSfvIys1Ro33wOkolOwbJt+Z2hf5q3ZwqaDp2nV2B93J3uUyhocd6rq+iRJ1J8zhmtvLi1XLnHdHmwa+hK0YwEFsSlknbyCrDHRH5Su8DpuuL7ZnJGcqaDtNJ78LDe//QvtnQLTZNPLUE6ZuvT/cAzXK6zL3Vg39CFo+8LitnMFWWOitlPJ/aasC6t3cWH1LgIHdaDlG4PY+843uAcHIGt1/NR6IhYOtgz6Ywaxh86THZ1cfgcPgJqYsCbL8rfAt5WsvucVV5IkBfA5MObvvGdtda6tJUk6A/gDEUCY3rohwNOyLOskSfoTeI6i+TAVqXSqevFvJi8DfNa8IaPrelUZSpeSjMK1dC6ewtUNXWpKuTKaKxdBq0WXmIAuNgaFty/aa6UfJcppqWiiozBv1oLCw+W/QPNvZCWk4aA3MmHv5UxWUuUd+LOhRxn08QtGzfB3aZOSUbrr1aubG9oUw1F9bXIy6gtF9apVJaCJjsHM1xf15Sv/+v3jYlX4+XqXLPv6eKFSJVZYJi5OhVKpxMHBnrS0dOLiKtg2vnTbvn27cfr0OZKSis6TBg388fevy6mTRae0r68X4cd30KFTPxIT/9nFT5uSjMLNsP7KnZfJyagvFZ+XCQloY2JQ+vqiuXK57O5MIlWViqt36RcUXbxcSUtKK1cuqHMQz014ng8Gv4em0ATzlatQoErDWq/9WHk7U5BQ2n7M7Kywe8SXtn8WfbHSwt2Blmve5dSoReSrUkk/cgl1WjYAybvOYP+ov9E714WqVCz0Mlp4uVCYUFqXSjtrrB+pS9M/PgLA3M2Rxqve58qYeeSevcHt2T+WlG22eS75N1VGzfcg8XC2J0HvC4pJaVm4OxpOVXF3sufzN4t+Gb6TX8Cu8AvUsbGqsYyF8alY6H26UHS8S89JpZ01No39aP7nh0Xr3Rxpsnoql0YvICfyBrdmrSop+2joJ+TdMs3xzo8v03a8XMgv03bsG/vRsbjtWLo50Hb1u5wYvQjHkEC8+rej6YxhmNvbIOtkdAVqon7YadSMBapUg9FmCy9nChMN247NI3Vp9uecovVujjRZ9R6XxswnN/IGUXp12XzzJ+SbqC5zVWnYeZd+OmHn5cydxMrv49c3HeOxT8YCEDioI9H7zqLTaMlPzSLh5FXcWwQ8sJ3r+0AsoP8lNF8gXm+5DtAc2Ff8i7knsFmSpIGyLJ+sbKe1OucaqAdYUDznWpKkFkBDIEySpCiKOtqVTg0BQoBLFa2QZflbWZZby7LcujodawDN1csofXxReHiCmRmWj3dHffywQZnCY4cwe7Rozq1k74DCxw9dQjwKFzewKJqbJ9nZYd60OdrYmHLv8W/FRt7A1d8TJ183lOZKggZ04FKZjwpd/EunLTTuHkJKVILRc/wd6suXUfr5oPQqqlfrnt0pOHzEoEzBwUNYtCyuVwd7zPx80cQb58IWfvIMgYH18ff3w9zcnMGDnyJ0i+FFPXTLTkaOLPoS0zPP9GPvvsMlrw8e/BQWFhb4+/sRGFifE+GlH3kOeX6QwZSQ8+cv4+0bRGCj9gQ2ak9srIo27fr84441gObyZcx8fFF4Fp+X3bpTcMTwvCw4fAjz4NLzUunrh1YVX9HuTOJa5FW86nvj7ueBmbkZjw14nBNhht/7qN8sgPHzJvDJix+RmZpZyZ5MK/P0DWwCPLGu64ZkrsRzUEeSdpS2H012Hnuavsz+NhPZ32YimRHXOTVqEVmRN0nZexa7pnVRWFsgKRU4dWxS7ouQxpBz5jpW9b2w9HNHMjfD5anOpO8s/UKdNvsOEc3HcLrdq5xu9yo5p66WdKwV1hYorC0BcHg8CFmjLfdFyP+SZgE+RCekEpuUhlqjYfuxc3Rp+YhBmfTsXHS6otHelaEHGNSlZY1mzD5zHesALyzrFh1vt0GdSCtzvE80e4GINq8R0eY1sk9dK+lYK6wtUNjcPd4tio73VdMc74wzN7DVazvegzqQsNOw7exo9jK727zB7jZvkH7qOidGLyIz8iZHBn1Y8vrN7/7i2lcbjd6xhqK2Y63Xdlyf6kzajtL+jzb7DuHNxnKq7XhOtR1P9qmrJR1rw7bTAlmrM1ldJkXexMHfkzp+bijMlTQY2J6oMtPQHPw9Sv6/Xo9gMovv4zlxqfh0KnqSiZm1Je4hgaRfr7lrvbHdB08LCQcaSpJUX5IkC4r6nZvvrpRlOVOWZVdZlv1lWfYHjgH37FhDLU8LkWU5U5KkN4BNkiStoKgjPVuW5ZJnhkmSdEuSpHplty3uiM8AxpVd94/ptOSu+AL7jxaBQkFB2Da00VFYj3gBzbXLqI8fQR1xAvOQNjisWA06HXd+WIGcnYVZcGvqjHvt7lwC8v78Fe3tm0aLVhpRx+aZq3hhzXtISgUnf9tH0rU4er79LHHnbnJp1yk6jO5NYKfmaDUa8jJz+X1S6cd0Uw59iaWdNUpzM5r2bsUPI+cbPGnEJLQ6shZ/hfPihaBQkLf1LzS3orB7cSzqy1coOHyEguPhWLRpg+tPP4JOR9byr5Gzsqred3XeXqvlzbems23rLygVClat/pWLF68ye9a7nIyIZMuWMH74cT2rV33F5YuHSE/PYNiI1wC4ePEqGzaEci5yLxqtljfe/KDkRmxtbUXPHo8z/rWpRslZKZ2W7CVf4LhgEZJCQd5f29DejsJ2zAuor1ym8OgRCsNPYNG6Dc4/rAatjpxvV5TUn+MXSzDzq4tkbY3L+t/JXrSQwpPGffqBTqvj2xlfM/unOSiUCnb/GkbM1WiGvTOc6+eucSLsBGM/eAFrGyumrCiaDpISn8wnLxaNvs7dsADfBr5Y2Vqx8vgqlk7+itMHTt3rLf8RWavj4vs/0nr9NCSlgth1e8m5EkvglOfIjLxJ8o7K54FrMnOJ+norHbZ/AkDyrtMk7zpdafl/TKsj6oPveeSXmUhKBUnrd5N3NQbfyUPIjbxh0NEuy9zFgUfWzQSdTGFCKtcnfmX8fNU0edZ8wk+fJSMjix6DRvDaiyN5pswXiU3NTKnk/VH9Gf/panQ6HYMeb0WgrwfL/thFs/o+dG3ZhJOXbvHVb2EgQavG/kwbXTqXfsxH3xGlSuZOfiG93ljI7HFP06lFQ+OG1Oq4Oe17mq2bDkoFSev2kHcllrpTnifnzA3SdlZ+Dzd3daDZuunIOpnChDSumfB4y1od56etov2695GUCmLW7SPnSiyNpzxLxplbJO6s+e9QlFNcl03XzUBSKkhcv4e8qzH4TR5CTuR10u9Vly4ONF03A1mWKVSlmbTtyFodh2aspt/PU5CUCq78up/0q3G0nvQMyWdvcTvsFM3H9ManczN0Gi0FmbnsffsbAM6vDqPbZy8zeNd8kCSu/HaAtMvGH8j7r5BlWSNJ0gRgB6AEfpBl+YIkSXOAk7Isb773HiomGeNpBn/7TSUpR5ZlO73lUOA3ir6g+IQsy5f11i2m6LF7xzF8FF8SRY/iC63q/VL7dXkgnlO+6IJP1YVq0Ru+D8bHy34nrlZdqJbFPxZY2xGq5aVrtfu0h+oYX2BXdaFa5qgsrLrQfaDV2dp7bF51aW/eB524aooY+GttR7inNEzznHZjcpEejLZz1sy6tiNUy6sxP99Xf2/8O98RJu+fvRRb8//mWhm51u9YFy/fHSoo96R+WZbf0Vt0KLteEARBEARBEO4X4s+fC4IgCIIgCDXORM+2qXX3w3OuBUEQBEEQBOGhIEauBUEQBEEQhBon31czwI1HjFwLgiAIgiAIgpGIkWtBEARBEAShxok514IgCIIgCIIg3JMYuRYEQRAEQRBqnBi5FgRBEARBEAThnsTItSAIgiAIglDjHog/n/0PiJFrQRAEQRAEQTASMXItCIIgCIIg1DjdQ/qca9G5FgRBEARBEGrcw/qFxv9E5zovRVnbEarlfp+jU+cx59qOUC1WpyxqO0KVLOua13aEagm4YVfbEarkap5f2xGqZGOpru0I1aK9GVHbEaqkDGhV2xGqTctvtR3hgeficKe2I1RLN+4Qm25f2zGE+8R/onMtCIIgCIIg3F8e1pHr+32wVBAEQRAEQRAeGGLkWhAEQRAEQahx4lF8giAIgiAIgiDckxi5FgRBEARBEGrcw/ooPjFyLQiCIAiCIAhGIkauBUEQBEEQhBonnhYiCIIgCIIgCMI9iZFrQRAEQRAEocaJp4UIgiAIgiAIgnBPYuRaEARBEARBqHG6h3TsWoxcC4IgCIIgCIKRiJHrMizbt8HxnQlICgW5m7eRvWadwXqbfn1wmPgK2uQUAHJ+38idzdsAcJjwMlad2oMkkX8igszFS02SsWGXFvSbOQqFUsHJX/dyYEWowfq2w3vQbmQvZJ2OgtwCNr7/PcnX47B2tGPYijfxadGA0xsOEDprlUny3aVsFIxl/xdAoUAdvhv1/v8ZrLfoNwZlQHMAJAtLJFsHcueMQuHlj+Wgl8HSBnQ61Hs3oDl3xGi5evZ6nIWfzkKpVLB61a8s/uxrw1wWFnz3/WcEhzQnLS2D0SMnEB0dR6vWQSxZOrcoLxJz535B6OadADg41GHZ8gU0bdoIWZYZ/+oUTpw4bbTMZs3bYDXstaK6PPAXBdvWlytj3qYLlk+NAmS0MTfJ+2YuykeCsB46vqSMwqsud1Z8jOa08erzrke6BPH0zNFISgXHf93D7hWbDdZ3efFJ2g/pjk6jJSctm/VTviY9rqgd9X9vGE27hQCwc8mfnNly1Oj57rLvGkLdD8eBUkHKujASlv1psN7lue74Th+NOiENgKRVW0lZtwuAhj/PxDakMTnhF7k+5hOTZbR9vBWeM15GUipI/3Unqd/8brDe4ZmeeEx9AU1iKgBpP4WS8dtOzL3d8F0xHUmhADMl6WtCSV/3l0kyHj57lQU/bUOn0/F011a8OKCLwfr4lHRmffc/0rNzcbC1Zu745/BwdgBg/MLVnLsRQ3CjeiydNNIk+apj+tzFHDh8AmcnRzb+/HXVG5iIU7dgGnw0FkmpIGHtbmKWbqywnGv/9jT9fhKn+kwlJ/ImkpmSRotfxe7RACSlgsTf9xOzpOJtjcGtWxDNPxqFpFQQvXYv15durrCcV/+2tP7+bQ70+YDMyJslr1v7uND1wCKuLNrAzRVbTZLRpnMrPD54FRQKMjdsJ+07w7Zj/3RP3CaPQ5NYdO3JWBtK5oYdJesVtjb4b/uGnF1HSPpohUkyAjh3C6LRx2OQlAri1+7h9pJNFZZz79+OR1e+w4ne75MdeROPZzpT77UBJevtmtblRM/3yLlw22RZTelhfVpIrXWuJUlyAXYXL3oCWiC5eLkt0A/4E2giy/Ll4m1aA6uAlrIsF0qS1AAIA4JlWc7616EUCpwmv0nyxMlok5JxX7WCvINH0NwyPGnzdu0jY9FXBq9ZPNoMixbNSRw+DgC3b7/EsmUQBaci/3UsfZJCYsCcsfw4Yh5ZCamM3/wxl8JOkXw9rqRM5KYjnFhbVLWP9GzJkzNGsHr0AjQFanZ9tgGPxr54NPIzaq4KgmI58CXyVs5BzkrF+vUFaC6FIyfFlhQp3Lqq5P/NOzyBwrs+ALK6gPzfliCnqpDqOGE94VM0185A/p1/HUuhULD48zkM7D+SuLgEDhzcxLatu7h8+XpJmdFjBpORkZreOAsAACAASURBVEnQo9149tn+fPTxe4weNZGLF67wWKeBaLVaPDzdOHZsG9u27kar1bLw01mEhe1nxPDXMDc3x8bG6l9nLSEpsBo5kdxFU5HTkrGbuQz1mSPo4qNL/10ePlj2G0rO3DfhTg5SHUcAtJcjyZn1atFubOtgN381mgsRxstWElHimTkv8PWIT8hISOXtzXM5HxZBot55GXcxisUDpqHOL6TjiF4MeH84ayZ8SdNuIfg282fRk1MxszBnwq8zubTvDAU5eUbPiUJB3Y9f4eqwWahVqTTZ+ikZO0+Qfy3WoFh66CGip39XbvOEFRtRWFviNqK38bPpZfSaPZ7bo6ejTkgh4H+fk737GIXXYwyKZW09QMKHhh1CdXI6Uc9NQi7UINlY0eCv5WTvPo4mKc2oEbU6HXNXh/LN1LF4ONszbObXdG3ZhAY+7iVlFv+ynQGdgxn4WEuOX7jBl7/tZO6rzwEwpl9n8grUbNgbbtRcf9egJ3sx7JmBTPtoUe2FUCgInPci5wZ/RIEqjZDt80jdeZI7Vw3PSaWtFT4vPkFWxNWS11wHdECyMCei2yQU1ha0PvA5SRsPUxCTXPZdjJBT4tF5Yzk2eC55qlQe2/4JCTsjyLkaZ1BMaWtF/Rf7kh5xrdwumn04kqQ9Z4yfrSSjAo+ZrxP7wjTUiSnU+/1LcvYcp/BGtEGx7L/2V9pxdn1zJHnh50yXEUAh0Xj+C5we/AkF8am02TGPlB0nya2gLn3HPUGmXl0m/nGIxD8OAWDbxI+g1ZMf2I71w6zWpoXIspwqy3KwLMvBwNfA53eXZVkuBIYCh4AhetucBA4A7xa/tAz4wCgda8Ci6SNoYuPQxqtAoyEvbA/Wj3es7j8IydICzM2QzM2RzMzQpqUbI5YB3+BA0m4nkh6ThFat5WzoUZr0bmVQRr9TYmFjCXLRnCZ1XgG3T15BXaA2eq6yFH6B6FITkNMTQatBE3kIsyZtKi1vFtQZTWTRBUNOUSGnqor+PzsdOTcTydbBKLlatw7i5o3bREXFoFar2bAhlH79exmU6devF2t//gOA//3vL7p2LToH8vLy0Wq1AFhZWt6tVurUsaNT57asXvUrAGq1mszMbKPkBVAGNEaXFI+crAKtBvWJfZiHdDIoY/H4kxTs2QR3cgCQszPK7ces9eNozoVDYYHRst1VNziQlNsJpBafl6dDj9C8d2uDMtePXkSdXwjA7dPXcPR0BsCjoQ83jl9Cp9VRmFdA3KVomnQJMnpGANvghhREqSiMTkRWa0jbdAjH3u2qvX324bPock3Q6ddjHdSIwtvxqGMSQK0hc8sB6vRsX72N1RrkQg0ACgtzJIVp/vzZ+Rux+Hm44OvujLmZGX3bP8q+iEsGZW7EJ9OuWQMA2jYNYF/E5ZJ17Zo1wNbawiTZ/o7WwY/iYF+nVjPUCQkk71YC+dFJyGoNyRsP49Kndbly9aYOIWb5JnT6129ZRmljCUoFCisLdIUatNmmOT+dQgLJvZXAnegkZLWW+I1H8awg5yNTB3N9eSjaMvcZz76tyY1OIvtKbLltjMWqRSPU0fGoY4vaTva2/dj1qGbbASybBaJ0cSL38CmTZQSwbxlI3q1E8m8X1WXixiO49i1/fwx473luL9uMrvi6WZbn051I+N9hk2Y1NbkGfmrDfTnnWpIkO6AT8CJ6neti04BxkiRNAcxlWV5Xdvt/SunuijYxqWRZm5SC0s2tXDnrbo/h/vN3OM+bhdK9aH3h+YsURJzBe+sGvLb9Tv6xcDRR0eW2/bfsPZzIjE8tWc5SpeHg4VyuXLuRvXhn/+f0eW8YW2avMXqOqkj2zsiZKSXLclYakoNLxWUd3ZCcPNDeOF9uncI3EElphpyWYJRc3t6exMapSpbj4hLw9vYsU8ajpIxWqyUzKxsXFycAWrcJJvzkDo6Hb+fNNz9Aq9XiX9+PlJQ0vv7mUw4f3cLS5fOxsbE2Sl4AyckVOa30vNSlJSM5GdalwtMXpYcvttO+wHb6Esyal79QW7Trivr4HqPl0ufo4UyG3nmZWcl5eVe7wd24tK9oBCv+UjRNugZjbmWBrVMdGnZoiqNXxefKv2Xh5UyhqvS8LExIxcKrfE7HJzrQNOwLAr6ZgrmXq0myVMbMwwW1XkZNQgrmHuXro07fTgRsXYrv0vcx08to5uVKwNalNDy0ipRvNhh91BogKT0LT+fSX3jdne1JTDcc42hc15Nd4RcA2H3yIrn5BWRk//tPnx42ll7OFOi1nQJVGhZlzn/b5v5YeruQFmbY6UvZcgztnQLan/2OdhEriF0RiiYjxyQ5rbycyNPLma9KxcrLyaCMfXN/rL2dSQoznBKntLGkwYQBXF30h0my3WXm4YpaVTpqr0lIwayittOrM/6bluP95QeYeRa3HUnCfepLJH/6vUkzAlh5OpOvf8zjU7H0NKxLu+b+WHm7kBpWeUff/akOJP7P+FP8hH/vvuxcA4OA7bIsXwXSJElqeXeFLMsZwAJgHvCacd+2glEe2fD3nvyDR1ENGkbSiJcoOHEKp1nvAaD09cbMvy6qAYNR9R+MZesQLIJbGDceIEnlM8py+d/Njv8UxuIub7Nj/jq6Thxk9BxVq7ou7zJr0QnN+aMgG86+kuo4YjX4DfI3LK1027+dqhr1d68yJ8PP0KZ1H7o89hST3n0NS0sLzMzMCA5uxvffr6VTh/7cyb3DpHfHl9vHv0hd/qWy1aFQovDwIXfBJO58/QnWY98Ba9vSPTg4o/Ctj+b8SSPmunfEyo5Zq0Gd8WsRwJ5vi74rcOXgWS7uPc2bf85h5FcTiTp1DZ3WVDPxKjq2hssZYeGc6/AyF3u9RfbBSOp/8YaJslSigvOvrJzdx7neZSw3+00g9/AZfD59p2SdRpXCzX4TuN79JRz/rwdKF0ejR6zo0JZtN+8M7cvJy1EMnr6MiMtRuDvZo1Ter7ecWlRV25EkGswZw80Pyw+S1AkJBK2O40Evc6Lt6/i+OgCruu7lyhknZxXXIUmi2ZyRXPjw53LFGk9+lpvf/oX2jvE/NatSmXM1Z+9xbvYYQ9RTr5F75DSe8ycB4DisP7n7w9EkpJTfh7FV1cYliUZzRnFt9k+VFrFvGYgur5DcyzGVlnkQ6Grgpzbcr1e6ocDdb2ytL17W9wSQCDStbAeSJL0sSdJJSZJOrk2Kr9abapOSUXqUXpiU7q5oUwwbmi4rC9RFH3flbtqKxSMNAbDu+hiF5y8i5+Uj5+WTf/QEFs2bVOt9/47MhDQcvEt/E7f3ciYrqfLpJ+dCj9K0V/mP7kxNzkpFcigdTZPsnZGzKh5BMwvqVDIlpISlNVajP6Bg5zp0MeXn7v1TcXEqfH28SpZ9fDxRqRLLlEkoKaNUKnGwr0NamuE0iytXbnAn9w5NmzUmLk5FXFwCJ8OLRmI3/u8vgoKbGS2znJ6M5Fx6Xiqc3ZAzUg3K6NKTUZ8+AlotckoCuoQYlJ6+JevN23ZBE3EYiqe1GFtGQhqOeuelg5czmRWcl406NafXhKdZOe5TtMXTFwB2LdvIoiff4+uRc0GSSL6lKretMRSqUrHQG+W18HQp+eLiXdqM7JKpFcm/hGHzaAOTZKmMJiHFYLTczNMVdaLh8dbPmP7rDqyaB5bfT1IaBdeisWljvHPxLg9nexLSMkuWk9KycHc0nF7h7mTP528O47ePX2ficz0BqGPM7yI8JAri07DUazuWXs4U6p2TSjtrbBv7EfTnbNqGL8O+ZUOarZ6KXVAA7v/XmbS9Z5A1WtQpWWSFX8Yu2DTna358GtZ6Oa28XMhPKG3jZnZW2Df2o+OfM+kR/hVOLQNpu/pdHIICcAwJpOmMYfQI/4qAl56g4RuD8H/B+N9b0CSmYO5V+mmzmacrmqQy18qMbOTie3jm79uxalZ8Dw9uguPwAQTsXoXblHHYP9UT13fGGj0jFI/66x9zbxcK9OpSaWeF7SN+tPxzJh3Dl2DfqiFBayZTJyigpIzHoI4P/JSQh9l917ku/qJjd+B7SZKigMnA81LxsIgkSf0BB6AP8KkkSTYV7UeW5W9lWW4ty3Lr4e7e1XrvwkuXMfPzQenlCWZmWPfqTt4Bw6cWKFxKP0K2eqwj6uKpH9qERCxDgkCpAKUSy5Agk0wLiYu8gYu/J06+bijNlbQY0IHLYYZfUHPxL53m0Lh7CKlRxplS8XfoYq+jcPVCcnIHpRlmQZ3RXio/aiq5eiNZ26GLvlL6otIMqxFT0Jzeh/a8cZ8aERFxlgaB/tSr54u5uTnPPjuAbVt3GZTZtm0Xw0c8A8DTTz/B/v1FGerV80WpVALg5+dDw0YBRN+OJSkxhbhYFQ0bFl34unbryOVL1zEW7a0rKN19kFw9QWmGeduuRR1pPZpTRzBrEgyAZGePwtMXXVJpB9W8XXcKTTQlBCAm8gZu/p44F5+XIQM6cqHMeenTzJ/n5r7E9+M+JSe1dAqBpJCwcbQDwOuRung/UpcrB8+aJGdu5DWs6nth4eeOZG6G81OdyQg7YVDG3L3041nH3m3Iv266OaIVyTt7FQt/H8x9PcDcDIf+j5Oz+7hBGTO30ox1erajoPjLjmaeLkXf/QAU9nZYt2pK4U3j528W4EN0QiqxSWmoNRq2HztHl5aPGJRJz85FpysaN1oZeoBBXVpWtKv/vOwz17EO8MKqbtE56TaoE6k7S6+V2uw7HG32IifavM6JNq+TdeoaF0YvICfyJvlxKTh2LnriksLGkjqtGpF3La6yt/pXMs7cwDbAE+u6bkjmSrwHdSBhZ2kb12TnsaPZy+xu8wa727xB+qnrnBi9iMzImxwZ9GHJ6ze/+4trX20k6oedRs+Yf+4q5vW8Mfcpajt1nuxCzp5jBmWUem3Hrnt7Cm8UtR3V5IXc7D6amz3GkLzwe7I27SJl8Y9GzwiQffoGNgGeWBXXpcegjqTs0D/meRxs+hJH2kzkSJuJZEVcI3LUp2TfffKKJOE+oD2JGx/8KSE6yfQ/teF+fBTfs8AaWZZfufuCJEn7gc6SJJ0EPgOelmX5oiRJm4APin/+Pa2OjEVLcP1qAZJCSW7oX2huRWH/8hgKL10l/+AR7J7/P6wf64is1aLLyiJ9zgIA8vYcwLJ1CB5rVwIy+UfDyT9k/MeJ6bQ6QmeuYsya95CUCk79to+ka3H0ePtZ4s7d5PKuU7Qf3ZsGnZqj02jIy8xlw6TSb0W/e+hLLO2sUZqb0aR3K34cOd/gSSPGC6qjYPP3WL8wAyQF6pN70CXFYNFzCNq46yUdbfOgzmgiDX/7Nnu0I8r6TZFs6mDWshsABRuWolNF/etYWq2WSe/MYuPmNSiVCn5a8zuXLl1j+oy3OXXqHNu27mL1ql/5fuXnRJ7bS3p6JmNGTQSgQ8c2TJr0KmqNBp1Ox9tvzSA1tWi0YdKkWaz88XMszC24FRXN+Fcm/+usJXQ68tYuwXbS/KJH8R3cji7+NpaDRqONuormzFE058Mxa94Ku49Xgqwj/9dvkXOLOrCSiwcKZze0V0zTYYWi8/KPmT/yypppKJQKjv+2l4RrsfR9+zlizt3kwq4IBr4/HEsbS8YsfwuA9LgUVr60CKW5GRN/nw1Afk4eP7+91HTTQrQ6omd8R6O1s0ChJPXXXeRfjcH73aHkRl4nMywc9xf64dirLbJWiyYjh6i3S58M1PiPuVgF+qC0taJF+PdEvbuUrP1GfvqBVkfChyuou+ojJIWCjA1hFFyLxu2tEeSdu0bO7uM4jx6IXY92oNWizcwhfsrnAFg28MNj2riiaQWSROr3f1Jw1fhPEjBTKnl/VH/Gf7oanU7HoMdbEejrwbI/dtGsvg9dWzbh5KVbfPVbGEjQqrE/00aXPj5szEffEaVK5k5+Ib3eWMjscU/TqUVDo+esyuRZ8wk/fZaMjCx6DBrBay+O5JkBfWo2hFbH9Wkrab7ug6JH8a3by50rsdSb8jzZZ26QtrPyqVzxP+yg8Zev0Wr/YpAkEtfvJfeS8Qd1AGStjvPTVtF+3ftISgUx6/aRcyWWxlOeJePMLRJ3Gv8pRH+bVkfSRyvwXfkxKJRk/rGTwuvRuEwcSf75q+TuPY7TyKew69a+6B6emU3C+5/VeExZq+PK+z8Qsn4aKBWo1u0j90osAVOeIyvyJik77l2Xjh2aUKBKI/920j3LPQge1j8iI1U0X7fGQ0jSbCBHluVFkiTtA+bLsrxdb/0bQBMgHVDKsjy1+PU6wBmgryzLlc4diG3Xvfb/kdWwItGz6kK16P2htTBf7h/w/NK03/Q2hrjna3aqwT81e2/Nfpnvnxiuya/tCFWysTT9E3qMIWDdmNqOUCVlQKuqC90njjafWtsR7inzvhxfM9TIsfyTj+5Xsen2tR2hSj0Sf62lsdyKTfcfZvL+2cdRv9T4v/m+aFmyLM/W+/+uFaz/quxrxa9nAw9GL0UQBEEQBEEo8UCMfP4D992ca0EQBEEQBEF4UN0XI9eCIAiCIAjCf8vD+ufPxci1IAiCIAiCIBiJGLkWBEEQBEEQatzD+rQQMXItCIIgCIIgCEYiRq4FQRAEQRCEGvdwjluLkWtBEARBEARBMBoxci0IgiAIgiDUOPG0EEEQBEEQBEEQ7kmMXAuCIAiCIAg1TjwtRBAEQRAEQRCEexIj14IgCIIgCEKNezjHrUXn+r6xOd4bn9oO8ZBoYO9V2xEeGh6yuEQIwj/V4fyC2o5QpSdCxtd2hHt6NteNbraptR2jStk5ljiYF9R2DOE+8Z+4c36V6FHbEarkX9sBquH3Nda1HaFKX2hv1naEahmx26q2I1Spk+RY2xGqZaWZRW1HqFK25sGYgTd+4K+1HaFKWn6r7QjV8iB0rB8Ue3NdajtClVqTU9sRHkjiaSGCIAiCIAiCINzTf2LkWhAEQRAEQbi/yA/prGsxci0IgiAIgiAIRiJGrgVBEARBEIQaJ+ZcC4IgCIIgCIJwT2LkWhAEQRAEQahxD+tfaBSda0EQBEEQBKHGPZxdazEtRBAEQRAEQRCMRoxcC4IgCIIgCDXuYZ0WIkauBUEQBEEQBMFIxMi1IAiCIAiCUOMe1kfxic71PTTqEsRTM0chKRWc+HUv+1ZsNljffnhPOozshazTUZCbzx/vf0/S9TiT5/Lr2oLOs0eiUCq4uG4fp5eHGqxvNqI7zUf3QtbqUOfms++9laRfi0dhpqTrwnG4PeqPQqngyh+HOLUstJJ3MS6fri1oN2ckkkLB1XX7OFfJ+9br14bu377J5idmkHr2lslzdezWjqkfvYVCqeR/a0P5YelPButbtg9mypw3adi0AVNfncWuLXsB8PL1ZPHKuSiUCszNzVi3cgO/r9lospwtu7Tkpdkvo1AqCFu/kw3LNxisf2rcIHoP7Y1WoyUrLYsv3/2C5LhkAGav+ZDGIY25dPIic8bOMVnG+l1a0HNW0XkZuX4fx1YYHuPg4d1pOarovCy8k8/291eSei0eB19Xxu1eSNoNFQDxp6+z44MfTZazaZcgBs8ci6RUcPjX3excsclgfY8X+9FpSA+0Gi05aVn8NGUFaXEpNOrQjGdnjC4p59nAm5UTvyRyZ7jRM7boEsLIWS+gUCrYt34XoSv+Z7D+iXED6DqkJ1qNluy0LL6dvIzU4uMNYG1nzYLdX3Fyx3HWzPze6PkAHLsFE/DRWFAqSFy7m7ilFZ//Lv3b88j37xLZZyo5kTeQzM1o8OnL2AU1AJ3MzRk/knXkgkkyAjh1C6bBR0XHO2HtbmIqyenavz1Nv5/EqT5TyYm8iWSmpNHiV7F7NABJqSDx9/3ELDFdG7+X6XMXc+DwCZydHNn489e1kgGgTdfWvDb7VRRKJX+t+4v1y38zWP9ou+a8NutVApoE8PHrczm47VDJupemvUi77u2QFBKnDp5i2awVJsno17UFnWaPRFIquLRuH2fK3B+bjuhOM7374wG9+2OXheNwLb4/Xv3jEKdNeH+07xpC3Q/HgVJByrowEpb9abDe5bnu+E4fjTohDYCkVVtJWbcLgIY/z8Q2pDE54Re5PuYTk2UU/rkqO9eSJGmBc8VlLwFvAVuLV3sCWuDuVb0tkKdX/hYwUpblDL39vQ3MAzxkWc6UJKkPsKB4dSAQV7yPs8APwLuyLPcv3nYQMAewANTADFmWTXK1kxQST88Zy3cj5pKZkMrEzZ9wMSzCoPN8etNhjq0tOtmb9mzFgBkjWTl6viniGOR6/OPRhA6bT44qjWe3zCEqLIL0a/ElZa5uPMqFn/cA4N+rJZ1mjmDLyIU06N8WpaUZv/Z6HzMrC4bsWcC1TUfJjk0xeeb2n4xmx9D53FGlMWDbHKJ3RpCplxnAzNaKpi/0IenUdZPmuUuhUDBt3ru8MvhNElVJ/LJ9Jft2HuTm1aiSMglxCcx482NGvzbMYNvkxBRGDXgFdaEaaxtr/tj/M/t2HCI50fh1qVAoePXj8cwYPp1UVSqLQz/neNhxYq7FlJS5eeEG7/R7m4L8Ap4Y8QRjp41l4esLAfjzmz+xtLbkieF9jZ7tLkkh0fuj0awfPp/shDTGbJ7DtV0RpOod44ubjnJmbdF5GdizJT2mj+C30UUZM24n8uOTH5gsn37OIXNe5KsRH5OekMp7m+dxNuwkCXrtOuZiFPMGvIc6v5DHR/Ti6fdHsHLCF1w9eoG5T04BwMbBljn7l3DxQKQJMioY/dFLzB/+IWkJqczZvJCIXeHEX4stKRN14RYz+k+mML+QHiP6MPT9USyd8FnJ+mcnDeXycdN1WFEoCJg3jguD51CoSiNo+3zSdp4k72qsQTGlrRVeLz5JdsTVktc8RvQE4Ey3SZi72tN07QdE9n0PZBPMvVQoCJz3IucGf0SBKo2Q7fNI3XmSOxXk9HnxCbL0croO6IBkYU5Et0korC1ofeBzkjYepiAmuey7mNygJ3sx7JmBTPtoUY2/910KhYKJH7/O1GHvk6xKYdmWJRwJO0b0teiSMklxySx85zMGv/KswbZNWzWlWetmvNz7VQC++PMzgtq3IPLYWaNmlBQSnT8ezZZh88lVpfF/W+Zwu8z98drGo1wsvj/W69WSDjNHsG3kQgKK74+/F98fn9+zgOumuj8qFNT9+BWuDpuFWpVKk62fkrHzBPnXDM/L9NBDRE//rtzmCSs2orC2xG1Eb+Nnq2H/5T9/nifLcrAsy82BQuD54uVg4Gvg87vLsiwXlimfBrxeZn9DgXDgaQBZlnfo7e8kMLx4eZT+RpIkBQGLgKdkWX4EGAgskiSpxT/+19+DX3AgKbcTSItJQqvWEhl6lGa9WxuUKcjJK/l/CxtLZFPcHMpwD25AZlQiWdHJ6NRarm8+Rv3erQzKqPVymenlkmUwt7ZEUipQWlmgU2so1CtrKq4hDciOSiSnOPPNTceo26dVuXItpzzLuRVb0OarTZ4JoHlIU2JuxRIXHY9GrWH7xl107fOYQZn4mASuXbqBTmf44ZVGrUFdWJTTwtIchSSZLGfD4EaoolQkRieiUWs4EHqAdr3bG5Q5d/QcBfkFAFw5fQUXL9eSdWcPR5Jn4uPsFdyA9KhEMmOKjvHF0GM07GV4jPXPNXMby1q5qPoHB5J8O4GU4nZ9MvQIQb3bGJS5evQC6vxCAG6evoaTp3O5/bR8sj0X9p0uKWdMDYIDSYxSkRyTiFat4VjoIVr1amtQ5tLR8xQWv/f101dx9nIpWeffPAB7V0fOmaDjf1edkEDybyVQEJ2ErNaQvPEwzn3alCtXd+oQ4pZvQldQ2qZtGvmSefAcAOqULDRZd7ALbmCynHm3EsjXy+nSp3W5cvWmDiGmTE5kGaWNJSgVKKws0BVq0Gab/npZkdbBj+JgX6dW3vuuxsGNiY+KRxWdgEatYd/mfXTq3cGgTGJsIrcu30InG14vZVnGwtICMwszzC3MUZqbkZ6SbvSM7sENyIpKJLv4XnNj8zH873F/NLexLP2lTgYzvfuj1oT3R9vghhREqSiMTkRWa0jbdAjH3u2qvX324bPocmvnXBSq5+9+ofEgRaPL1XUU8Lm7IElSA8AOmE5RJ/vveBeYK8vyLYDi/84DJv/N/VSLg4cTmfGpJcuZqlTsPZzKleswshdT93/Bk+8NY/Ps1aaIYsDW04mc+LSS5RxVGrae5XM1H92T4Yc+o+O0IRyauQaAm1tPoM4rYEzEUkYd/4Iz32yjICPX5JltPJ3I1ct8p4LMzs3qYevlTOyuMybPc5e7lxsJ8Ykly0mqZDy83Kq9vYe3O7/vWcOOiI38uOxnk4xaA7h4upASXzpalqpKwcXDpdLyvZ7vTcTeCJNkqUwdTyeyVaXHOFuVRp0KzsuWo3ryyoHP6Pb+EHbNWlPyuoOfG2O3fcywXz/At01jk+V09HAmXa9dp6tScfQo33m+q9Pg7lzYV/6cbD2gE+GbD5sko5OnC2mq0oxpqtQKO/h3dXm+B5H7TgEgSRLDp49h3VzTXossvJwpjC893wtVqVh6GWa0bV4fC29X0sMMz8XcC1E4920LSgWWdd2xaxGApXfl5/O/YenlTIHe8S5QpWHhZfhets39sfR2IS3slMHrKVuOob1TQPuz39EuYgWxK0LRZOSYJOeDwNXThSS961CyKgUXT9d7bFHq0qlLnDkayW8n1/FbxDpO7o8g+npM1Rv+TdW9PzYb3ZOhhz6j/bQhHNa7P2ryChgVsZQRx78g0oT3RwsvZwpVeu0nIRULr/Jt3PGJDjQN+4KAb6Zg7lW9un7Q6GrgpzZUu3MtSZIZ8ARFUz6qU14J9AD0JyoPBdZR1ElvLEmSe/Wj0gwo22M4Wfx6Re//siRJJyVJOhmZ/Q+mGVQ0ElnBQNvRn8JY0OUtts3/he4Tn/777/O3Y5XPVdGA+fnVu1jbeRJH562n1RuDAHAPDkDW6ljdeiI/d3yHoJefxL5u9TuTb5GIbAAAIABJREFU/1SVmSWJtrNHED7nF5Nn0VfhIf4bnz4kxifxXPdRDOgwmIGDn8TZtfxF3Bj+Ts6uT3clsEUgf37zh0myVK567eXUml188/gk9s1fT8eJRedlTlIGyzu8xY9PTmf3R2sZ+NVrWNhZmyZlhedixXXZdtBj1GsRQNi3ht+1sHdzxLtxXZNMCYEKa7LSv7TQ6enHCXg0kK3fFM2O6zmqL2f2njLonJtEVfUoSdSfM4aoD8t38hPX7aEwPpWgHQuoP2csWSevIGtMdAusqDLL5GwwZww3P1xTrlidkEDQ6jge9DIn2r6O76sDsKr7d25ZD5eK2k51p/J4+3tTL9CPIW2H83ybYYR0DOLRds2NnJBKzsvyxS6s3sW6zpM4Nm89LcvcH39qPZG1xffHOia7P1adMyMsnHMdXuZir7fIPhhJ/S/eMFEWwRSq07m2liTpDEUd2WhgZTXLpwLOQJjeuiHA+v9n787joqr+P46/7gyrogiCgqIiai4ooGLiUu5LmmXZYoqiafXL6mtZWmouqalZ2aq2WWma2uqSK7ibmAuKubEoiLLvmyAwc39/gMAACtYMqH2ePnw8uHPPnXlz5t5zz5w596Kqqh74DXjyNrIqlD/FVPQYAKqqfqWqqreqqt6edW5nsL1QelwKtqVGU2yd65ORcPOvsYK3BOI+oPzXjcaWFZuCTaOST7g2zvZci795rrBNR2heNAWj1fDuRO07jb5AR05yBnHHQ3H0cDN55uzYFGqXylyrTGZzGyvs2rgw+JeZPHHkIxw7taD/d1Oo79HcpLniYxJxatSweLmBsyMJcbc/+pwYn8TFkAg6+XgZM16xpNhkHBqVNPL1nR1ISUgpV86zpydPvfw0CybMpyCvwCRZbiYzLoU6pUZe6jjbk3mL/fLc5iO0Kvq6VpdXQG7RiGD8mUjSLidg39zJJDlT45KxK3Vc2znXJ72C47pNjw4MfvkxVkxcUq4uOz/cjVM7j6Iv0JkkY0pcssE0D3vn+qTGl3+/3Xt48MjLT7B04qLijC07tWaA30N8dOgLRs3044HHe/P0m75Gz5gXk4xFo5KRNAvn+uTFldSj1saaWq2b0P63d+h8bDl1OrWi7ao3Cy9i1OmJmPM9wf2ncmHce5jVrU1ORKzRMwJcj0kxGBW3dLYnL66kLrU21tRu3QTP3+Zy/7Fl1O3UCvdVb2Lj6UaDx3uSsvcUaoGO/KQMMo5dMNn0lbtBYmwSDUq1Q47ODiTHV+1DXM9B3Tl38gK513LJvZbL0b3HaduxrdEzZt/m+TF80xFci86PLUudH3OLzo8NTHR+zItNxqLUSLSFU/3iCxdv0KVlohYd14k/+lOrw72576nV8K8m3M6cay9VVV8pmlddaXmgGYUXHr4EUDQ3uhXgryhKJIUd7duZGnIWKNt77QScu43nqLKrwRdxcHXCzsURrbkWz2HdOFfm600H15IOQJu+HUmOjDNFFAMJwZewdXWiThNHNOZaWj7iQ0SZrzNtXUs6jM36eZFelCsrOpnGPQoH+s2sLWnYsSVp4YYXFZpC0qlL1G3uhE1RZrdHfbiyqyRzfmYO6zq8yC8+r/GLz2skBl0kYPxSk98t5Oyp8zR1c6FxU2fMzM0YPLw/+3cdqnxDCjvillYWANSxrYNXlw5Ehl82Sc6w4FAaNW9EwyYNMTM348FhD3LU/y+DMm7ubry06GXmT5hPenK6SXLcSmzwJeybO2Fb9B63G+ZDeJn90q7UftmyrxepRfultX0dFE3hSI5tE0fsmjckLSrBJDkvB1+kgasz9YuOa+9h3Tntf9ygjIu7K6MWPseKiUvITM4o9xxdHunB8S2mmRICcCk4HKfmzjg2aYDW3AyfYT0J8je8I0kz9+Y8u+j/WDphERml3u8Vkz/m1e4v8FrP/+PHd1dx8Ld9bHhvjdEzZp4Kx9rNGcumDVDMzXAc3oOUUndN0WVe46j7s5zoMokTXSaRGRTGeb/3yAq+iMbaAk0tSwBsH/RALdCVuxDS2DmtSuVM3lXyfusyrxHoPoGjXV7iaJeXyAgK46zfe2QFXyI3Ool6PQtHVzW1LKnT+T5ywkx/N6g7VUhwCI1dG+NU1A71fqQ3h/2PVGnbhJhEPLt6oNFq0Jpp8fDpQFR4VOUb3qay58cWj/gQ+Q/Pjw06tiTVROfH7OAwrJo7Y9GkcL+0f7Qnaf5HDcqYNyj5JrTewC7khpvmGBGmYbJb8RXdCeR/wCZFUVZQ2JGeq6rqohtlFEWJUBSlmaqqVemVfAD8rCjKHlVVIxVFcQVmAE/ccqt/SK/Ts2n290xcPR2NVsOxn/YRH3aVga89wdW/IzgXcILufgNp2aMD+oICctKz2fC6aW4tVJqq03Nw1iqGrZmGotVwYcN+UkOj6fL6CBJPRxDpH0SHcQNx6emOvkDH9fRsdr/2JQB/r/Kn74fPMzJgMSgKF346QPIF4897qyjzkbdXMfDHaSgaDWEb9pMWGk3HN0aQFBzBlTKNX3XR6XQsmrGUFes+QqPVsnHdH1wMiWDStImcPXWB/bsO4e7Vlo++XUTdenXoNaAnk6ZO4PFevri1cuX1ua+gqiqKorBqxTrCL1wySU69Ts8Xs77gnR/modFqCNjgT1RoFKOnjCbs7zCO+h9l/MxnsaplxVsr3gIgMSaRBRPmA7D4l/dwaeGCVW0rvvvrez6d+iknDxi3zlWdnl2zV/H06sL98vRP+0kKi+aBKSOIPR1BeEAQnf0G0qynO/p8HbkZ2WydUrhfNu3ahp5TRqAW6NDrVXbO+I7cdNPMddTr9Kyf/S2vrJ6JRqvh8E97iQ27ysOvPUXU3xc5HXCCEdN9saxlxXPLpwCQGp3EiucK72pi7+KInbMDYUdM8pm+OOOq2d8wbfVsNFoN+3/aTXTYFUZMGUnE6YsEBRzjmRljsaplxf+WvwFAckwSSycuquSZjUin59KMb3Bf9zZoNSSs20NOyFWaTnuarFMXSdl1/KabmjvY4r7ubVS9Sl5cCmGvfGrSnOEzVtJ+3czCW/Gt28u1kKs0m/Y0mZXkjPl2J60/mUTn/UtBUYhfv5fs88bvEFbF1DmLOXbyNGlpGfQb7sukCWMYMWxQtWbQ6/R8NmsZi9cU3oJ0x4ZdXA69jN/rYwk9HUqg/xFae97H3K9nY2Nbh279ffCbMpaJ/Z/nwNaDeHX35Gv/L0FVObb/OEcC/qr8RW+TqtNzaNYqhhadH0OKzo/eRefHy/5BtB83kMalzo97i86PZ1b50+fD53mq6PwY8tMBUkx1ftTpiZr1NfetnQMaLckbAsgNvUKjN54hOzicdP9jNHh2KPUG3I+q01GQlkXkayXHSetfF2LVsjHa2lZ4HPuGyDc+J2N/9V2vZEz36n2ulcrmmCqKkqWqqs1N1s0FslRV/eBm5RVF2QL8ROEt9B5SVfVCqXVLgXhVVd8rWt5H4a33jhct98bwVnyPA+8A5hTeim+OqqqGN4eswDTXZ+74e7246rQ1HaFS1nfBUfCxzjQdXGNranHzC9TuFD2UejUdoUouK8a/Y4exZarVO03nn3rx+p3/R3t1Fc9Kv+N0O/Ne5YXuAA91fLGmI9zSE5j+uiBj8Fbvjotdva9uvKMOID/XESbvn62K/LXaf+dKR65v1rEuWje3svKqqg4r+vGHCspOKbPcu8zyPmBfqeXfKJyrLYQQQggh7mL6ariFcU2484cphBBCCCGEuEvInz8XQgghhBDV7t4ct5aRayGEEEIIIYxGRq6FEEIIIUS109+jY9cyci2EEEIIIYSRyMi1EEIIIYSodjX1FxRNTTrXQgghhBCi2t0Ffz7jH5FpIUIIIYQQQhiJjFwLIYQQQohqJxc0CiGEEEIIIW5JRq6FEEIIIUS1kwsa72ItCrQ1HaFS64mv6QiVeljbsKYjVGqs1o0FKUdqOkalXrRzq+kIlVqRd6mmI1RJdyuXmo5QKUfFoqYjVEkKSk1HENVs+8kVNR2hUss7za7pCJW7N/uI4h/6T3SuxX/H3dCxFkLc+x7q+GJNR6jU3dCxvlts19au6QhV4l3TAcqQu4UIIYQQQgghbklGroUQQgghRLVT1XtzPo2MXAshhBBCCGEkMnIthBBCCCGqndznWgghhBBCCHFL0rkWQgghhBDVTl8N/yujKMpgRVFCFEUJVxTlrQrWT1EU5ZyiKKcVRdmtKEqzyp5TOtdCCCGEEOI/R1EULbAMeAhoBzyjKEq7MsVOAt6qqnoAvwBLKnte6VwLIYQQQohqp1bDv0rcD4SrqnpJVdU8YD3wqEFGVd2rquq1osUjQKV/uUw610IIIYQQ4r+oMXCl1PLVosduZgKwvbInlbuFCCGEEEKIalcddwtRFOV54PlSD32lqupXN1ZXsEmFoRRF8aXwj1z2quw1pXMthBBCCCHuSUUd6a9usvoq0KTUsgsQU7aQoij9gZlAL1VVr1f2mtK5FkIIIYQQ1e4O+AuNx4BWiqI0B6KBkcCo0gUURekIfAkMVlU1oSpPKp3rMpr09qD7O2NQtBourNvHqWVbDNa39e2L+7gBqDo9+dm5HHhzJWlhMWjMtTy4eAIOns1Br+fPOWuIDTxvkoxdenvz8juT0Go1bF23nXXLNhis9+jagZfmvkiLtm7Me+ldDmw9WLzuhZkT8enbFUWj4cTBE3w2e7lJMgK49vKgz9zCujyzfh9HlxvWpYdvX7zGFtXltVx2vbWSlLDCD4wObZowYNGzWNSxRtWrrB02G931fKPk6tf/QRYteRutVssPq37i46VfGqy3sLBgxdfv4+XVnpSUVJ71m8yVqOji9S4uzgQe38F7Cz/l809XAvDCJD/8xj0NisLq7zbwxfLvjZL1hia9PehRVJfn1+3jVJm6bOfbF3e/UvvlWytJDYtBY6al15KJOHRwRaPVEPrrIU6W2aeNpXufrrw5/1U0Wi2/r93Ct5//YLC+k48X0+ZNplW7Frz5f3MI+GMvAM4uTixduRCNVoO5uRnrVv7Cz6s3miQjQLtenjw1ezyKVsOfG3aza8Umg/X9Jgylx8h+6Ap0ZKVk8MO0FaREJ3FfN3eemOVXXM6pRSNWvvIJwbuOGT1jm16ePDbbD0Wr4a8Ne9i9YrPB+l4ThuAzsi/6Ah1ZKZmsn/YFqdFJADz81ija9ekIwK7PfuPUH4FGz3eDYx9P2s8fi6LVELV2L+Gfb66wnPPD9+P9zWscGDST9OBLxY9bN65P7wMfEPLBL1xasfU/m7FLb28mzf0/NFot29dtZ/3ynwzWd+janklz/g+3tm4seGkhB7cdKl733IwJdO3bFUWjEHQwiGVzVpgkY2XeXriUA38exd6uHhvXfFEjGQCa9fKgV1FbeXb9Po6XaSs7+PbFo9R5Z3fReaf18O50fmFocTmHtk34ccjbJJ2LMknOFr08GDSnMOfJ9fs4vMIwZ6fR/egydgB6nZ68a7lsnb6SpLBoGnm6MXTRRAAUBfZ//BshO4+bJON/gaqqBYqivAzsBLTAt6qqnlUUZR5wXFXVzcD7gA3ws6IoAFGqqj5yq+e96zrXiqLogL8pnCejA15WVfWwUZ5bo9BjgR9bRy0mOzaFx7fOI3LXCdLCSr4hCN8YyPk1ewBoNqAT3ef4ss13CW1H9QHgl/7TsapflyE/TOW3obPByJ/KNBoNkxe8wtRRb5IYm8QXWz/n8K5ALoeVNADx0Qm8N+V9nn7hSYNt3Tu3o713eyYMeAGAT3//CM9uHgQHnjZqRiisy34L/Phl9GIyY1MYvWUe4f4nijvPABc2BnK6qC5bDOhE71m+/DZ2CYpWw5BPXmT7q1+QeD4Kq3o26PMLjJJLo9Hw/tK5PPaIHzHRcew58Bvbt+0m5EJ4cZkxfk+SnpZOZ89+PP7EUObOn8YEv8nF6999byYB/geKl9u2a4XfuKfp1+tx8vLy+WXjt+zauZdLFy8bJbOiUei5wI8/buyXf8zjsv8JUkvVZdjGQM6V2i+7zfZl25gluD18P1pLM34eMB0zKwue3vMe4ZsCybyaZJRsN2g0GmYseoMXnppMfGwCP+5Yyb5dB7kUGllcJi46jlmTF+A3yWBQgMT4JMYOe4H8vHysa1nz6/417Nt5iMR442aEwrocOW8Cn/ouIDUumbc2L+K0/3Hiwks+PF05F8miYW+Rn5vHg74DeGy6Lytf/pjQwLMsHDINgFq2tZm3/zPOHQg2ScYR857lC993SYtL5rXNCznjf4L4Uhmjz0WydNgM8nPz6O47gGHTR7P65U9o16cjLu6ufDDkTcwszHl5w2zO7zvF9awco+dEo9Bh0XiOPLWQnNhkHtjxLnG7TpAVGm1QTFvbiuYTBpN6IqzcU7i/M4aEPaeMn+0uyqjRaHhlwUu8OWo6ibFJLPvjMw77HyGqVJueEJ3Ikikf8tQLTxhs265zO9y93Xl+4P8B8PFvH+Lp40HwEeO36ZUZPmQAo0Y8woz5H1T7a9+gaBR6L/Dj99GLyYpNYeSWeVwqc94J2RjI30VtZfMBnXhgli+bxi4hZONhQjYWdiXqt3Zh2MopJutYKxqFwfPHsXb0IjLiUpi4eT6hAUEkhZXsl2c2HSZo7W4A7uvfiQFvj2ad3xISQq7yzbC3UXV6bBrU4/ntCwkNCELVVeWOzneeOyG1qqrbgG1lHptd6uf+t/ucd+PdQnJUVfVSVdUTmA4sMtYTN/BqQUZkPJlRiejzdYRvOoLrwM4GZfJLnaTMalkWf6Vh16ox0X+eBSA3OYO8jGs4ejY3VrRibbxaExMZQ2xUHAX5BezZtI8eA7sblIm/Gs+l8xHo9YYde1VVsbA0x8zCDHMLc8zMzEhNTDN6RgAnrxakRcaTXlSXIVuO0LJMXeaVqktza8viDyKuD3Yg8fwVEs8XNmy5aVmoeuN8SOns7cmlS5e5HHmF/Px8fvtlK0OGGh43Dw3tz7q1vwOw6fcd9OrdrXjdkIf7czniChfOl5yE72vdkmNHT5GTk4tOp+PPQ0d5eNhAo+SF8vvlxc233i/Na5XUJSqYWVuiaDVorSzQ5RcY1LuxtO/YjisRV4mOiqEgv4AdGwPoPegBgzIxV+IIO38Rvd6wOS3ILyA/r/BbCQtLczRKRdeXGIerV0sSL8eRdCUBXb6O41sO4zmwi0GZ0MCz5OfmAXDpZBh2TvblnqfTEB/O7jtZXM6Ymnq1JOlyHMlFGU9uOUz7gd4GZcIDzxW/9uWTYdQrytiwVWMu/nW+cLQr5zrR56No28vT6BkB7Dq2JDsijmtRCaj5OmI2BuI0yLtcuTZvPkX48i3lvnlyGuxNdlQCmSFXTZLvbsnYukybvm/zPnoM7GZQJv5qPBEXItCrhsdOYZtuUdyma83NSE1KNVnWW/H26oBt3To18to3NPRqQXpkPBlFbWXoliO4VfG8U1rrR7sTssl03/g08mpBamQ8aVcKc57dcoTWA26Rs5Zl8c8FuXnFHWkzS3Njj99VuzvgVnwmcTd2rkurCxitJanlbEdWbErxcnZcCrWd7cqVc/frz8hDH+IzcyR/zl4NQPL5KJoN7ISi1VCniSMOHVyxaVTfWNGKOTg7kBCbWLycGJeEg7NDlbY9F3Sek4eD+fXEBn4J2sCx/ceJCjfNJ3MbJzsyY0rqMjM2BZuG5evSa2x/Jhz8kAdnjGTPnMK6tHNzAlRG/DAN360L6PJ/Q8tt9085N2pI9NXY4uWY6DicGzU0KNOoVBmdTkdGehb29e2oVcuaya+9wHuLPjMof/5cKN17dMHOvh7W1lYMGNibxi7ORstc28mOrFJ1mRWbQm2nivfLZw59iM+Mkv3y0tajFORcZ+yJz/H962OCv9zG9bRso2W7oYGzI3Ex8cXLCbGJNHR2rPL2DRs14Oc9q9l5YiPfLVtjklFrgHoN7UmNSS5eTo1Npl7D8p3nG3o81Zez+8qPWnoP68GxzX+aLGNaqYzpsSnY3iJj16f6cL4oY8z5KNr29sLcyoLadnVo1a0d9ZyN3w4BWDnbkVMqZ25sMlZl2su67V2xbmRPgv9Jg8e1tSxp8fIwQj/41STZ7qaMDk71SYgp1abHJlHfqWpt+vmg85wKDOan4+v46cQ6ju8/QVT4lco3vEeVPe9k3eS84zG2P34HP6TnjJHsLzrvlNZqWFdCTdi5rutkT0ZsyX6ZEZtCnQradO+xA3jpwFL6TX+GnXNWFT/eyKsF/+f/Hi/sXMy2md/etaPW97K7sXNtrSjKKUVRLgDfAPMrKqQoyvOKohxXFOX4wezyX/VVuE1Fd2Sp4EPP2VUBrO/5On8tXE+n/w0H4ML6/YVf2W+bT/e5vsSfCENfoKvq71RlFWWs6gUBjVwb0axVU57s8gxPeo+kYw8vPLp2MHZEAJSKRh8riHlqdQArH3idA4vW41NUlxqtlsbe97Htf8tZP2IeLQd507SHu8lylau/m5R5a+ZkViz7juzsawbrQkMu8slHX/H75lX8svFbzp45T4Ex3/sK85QvdnZVAOt6vs6RRSX7ZQMvN1Sdnh+8X2Ft9yl4Pj+EOk2r3un9FxFv60KV+JgEnuw7lmHdnuKRp4Zg71D+RGMMVXr/i9w//AGaebjh/5XhHN26jvVo1LqpSaaEADe5MVTFGTsP70kTDzf2fFU4XzPk4GnO7T3J5N/mMebTV4gMCkNvqhNvZce4ouA+bwxn31lTrljrqU9w6avt6K5VetH9v3MXZKy4rbyNNr1lE0beP5qnu4yiY3dPOnRtb+SEd5EqtpWnVwew6oHX+XPReroUtZU3NPRqQUFOHsmhpvu2oiIVtUPHV/uz7MEp7Fm8np6vlOSMOXWRLwa8ycpHZtFj0iNoLc2rM6pR6VFN/r8m3HVzrimaFgKgKEo3YLWiKO3VMntm6VuvfOniW6XazY5Nwca5ZISotpM92XE3HxgP33SEngvHF76eTk/gO2uL1z26cTbpEXFV/Z2qLDE2kQalRgQdnRxIjku+xRYlHhjcg3NB58m9lgvA0b3HaNepLaf/+tvoOTNjU6jTqKQu6zjbk5Vw87q8sPkI/d8dX7ztlb8ukJOaBUDE3mAatHclqmjazb8REx1nMKrcqLETcbEJFZaJiYlDq9VS19aG1JQ0vLt48ujwwbwzfxq2tnXR6/Vcv57H11/+wJrVP7Nm9c8AzJrzOjExxnvvs2NTsClVlzbO9lyLv/V++UBRXbYc3p2ofafRF+jITc4g7ngoDTzcyIxKvOn2/0R8TCJOpb4BaODsSELc7Y8+J8YncTEkgk4+XsUXPBpTalwydqW+UbJzrk96Bftlmx4dGPzyY3z09FwK8gzn+3d+uBundh41yYdngLS4FOqVymjrbF9hxvt6tGfAy4/x+dPvoCuVMWDZRgKWFV4Q6vvJKyRGxJbb1hhyY1KwLpXTyrk+uaXaSzMbK+q2bkL33wqnLlo62nL/qjc46vcB9Tq2xPnhrrSbNQrzurVQ9Sr66/lEfrvrP5cxMTaJBo1KtenODiTHV61N7zmoO+dOXijVph+nbce2/P3XGaNmvFtklTnv2Djbk32L807I5iP0eXc8/qUea/2Ij0lHrQEy4lKoW+obpbrO9mTF33yK5pnNgTy0YDyFN6wokRQeQ37OdRrc50Ls3xGmiiv+gbtx5LqYqqqBgANglKG4hOBL2DZ3ok4TRzTmWlo+6sNl/yCDMnWbl3QgmvXzIqOoA21mZYGZdeG8qMYPtEct0BtcCGksF4JDaNy8MU5NnDAzN6Pvo7057F+1hiAhOgFPHw80Wg1aMy2ePh4GF0IaU1zwJeo1d6JuUV22HubDxTJ1Wc+1pC7d+nmRGllYl5EHTuPYpilmVhYoWg0uPm1IDjO8AOmfCjpxmhYtmtG0mQvm5uY8/sRQtm/bbVBmx7bdPDP6MQAefWwwB/YfAWDIwGfwdO+Np3tvViz/nqUfrODrLwvviOHgWNigu7g48/CjA/nlZ+PdkSMh+BK2riX7ZYtHfIgsU5e2rob7ZXpRXWZFJ9O4aNTfzNqSBh1bkhpu/P3y7KnzNHVzoXFTZ8zMzRg8vD/7dx2qfEMKO+KWVhYA1LGtg1eXDkSGG+di0LIuB1+kgasz9V0c0Zpr8R7WndP+hlfau7i7Mmrhc6yYuITM5Ixyz9HlkR4c32KaKSEAV4Iv4ujqhH1Rxo7DunPW/4RBmcburjy58Dm+mfg+WaUyKhqFWvVsAHBu05RGbZoSctA0F7elnbpIbTcnrJs6ophraTS8G3G7SnIWZOaw0/15dnf5H7u7/I/UoHCO+n1AevAlDg9/p/jxS19vJ+zTjUbvtN4tGUOCQ2js2hinJg0xMzej9yO9Oex/pErbJsQk4tm1pE338Olgsql+d4P4Mued+4b5cOkW553m/bxIiyw1EKIotBzalZAtpu1cxwRfwr65E/WKcroP8yG0zDFuXypnq75epBTlrNfEEUVb2HWzbexAfTdn0q4ad7CkOqmqavL/NeFuHLkupihKGwpvnVK1j/mVUHV6Ds1axZC101A0GkI27Cc1NBrvN0aQGBzBZf8g2o8bSOOe7ugLdFxPz2bva4WfJK0c6jJ07Zuoej3ZcansmWya2yHpdXo+nfU5S9YuQqPRsH3DTiJDLzP+DT9CgkM57B9Ia8/7mP/NXGxsbeg2wIfxU8Yyvt9z7N96kI49vPg24GtUVeXYvmMEBlStEb9dqk7PnlmrGPHDNDRaDWc27Cc5NJruU0YQ/3cEF/2D6DhuIE17uqPP15Gbns2OKYV1eT39Gie+2c7oP+aBqhKxN5gII12tr9PpmPb6O/y68Tu0Wi1rf/iZC+fDmP72ZE4FnWH7tt38sOonvvjmQ04E7yY1NY0J416t9HlXr12Gnb0dBfn5TJ0yl/S08p2yf+rGfjl0zTQUban98vURJJ6+9X55ZpU/fT58nqcCFoOiEPLTAVIuGH9Opk6bMicPAAAgAElEQVSnY9GMpaxY9xEarZaN6/7gYkgEk6ZN5OypC+zfdQh3r7Z89O0i6tarQ68BPZk0dQKP9/LFrZUrr899BVVVURSFVSvWEX7hUuUv+g/odXrWz/6WV1bPRKPVcPinvcSGXeXh154i6u+LnA44wYjpvljWsuK55VMASI1OYsVzSwCwd3HEztmBsCPnTJLvRsZfZ3/HC6tnoNFq+OunvcSFXWXwa09y5e9LnA04wSPTR2NZy5Jxy18tzrjyuQ/Qmpvxys9zAcjNymHNa5+bbFqIqtNzZsb3+KybjqLVcGXdPrJCrtJ62hOknYogfteJyp/ExO6GjHqdns9mLWPxmsLbUe7YsIvLoZfxe30soadDCfQ/QmvP+5j79WxsbOvQrb8PflPGMrH/8xzYehCv7p587f8lqCrH9h/nSMBfNfJ7TJ2zmGMnT5OWlkG/4b5MmjCGEcMGVWsGVadn36xVDP+hsK08t2E/KaHR+BSddyL8g/Aoc97ZNaVkNLhx1zZkxaaQYeRv9irKuWP294xa/SaKVkPwT/tJDIum15QRxJ6OIDQgCG+/gbj1bI8uX0duRjabpxTe3rCJd2tGThqGLl+HqurZ/vZ3xd/yijuHcgfcwPu2lLoVHxTOTpyhquotbz5a1WkhNWk98ZUXqmEPaxpWXqiGLUgxzYcFY1tk51PTESq1It80HVxj627lUtMRKmV1l3xJ2DfXdHdq+a/5xDyl8kI1bPvJmrkn9u1a3ml25YVqWIZyx3czAJh1ee0ddZD3cRlg8orbe9W/2n/nu27kWlVVbU1nEEIIIYQQoiJ3XedaCCGEEELc/WrqPtSmdnd8VymEEEIIIcRdQEauhRBCCCFEtdPfZdf9VZWMXAshhBBCCGEkMnIthBBCCCGq3b05bi0j10IIIYQQQhiNjFwLIYQQQohqp79Hx65l5FoIIYQQQggjkZFrIYQQQghR7WTkWgghhBBCCHFLMnIthBBCCCGqnXqP3uf6P9G5bpZfUNMRKjVR27CmI1Sqf8urNR2hUr5uLrgHxdR0jEo90iS6piNUakRt85qOUCX6/ISajlAlkaH2NR2hUjpFqekIlapve62mI1TJMjTsza5f0zHuCZOC5tV0hErlLZ9V0xHEHeQ/0bkWQgghhKHlnWbXdIRK3Q0da/HP3atzrqVzLYQQQgghqp16j3au5YJGIYQQQgghjERGroUQQgghRLW7Vy9olJFrIYQQQgghjERGroUQQgghRLW7Vy9olJFrIYQQQgghjERGroUQQgghRLWTOddCCCGEEEKIW5KRayGEEEIIUe1kzrUQQgghhBDilmTkWgghhBBCVDv5C41CCCGEEEKIW5KR6zIc+njSdoEfaDVcXbuHiM82V1iu4cNd6bjyNQ4PnEFG8CUAbNo1pf37E9HaWIOqEjhoJvrr+UbP6NzbA+/5Y1A0GsLX7ePc51sqLNdkaBce/Hoy2wfPIuV0BBZ2Njzw1f+o7+XGpZ8OcHzmaqNnuxmL+++nzssvg1ZLztatXPvxx3JlLHv3xmbcOFBV8i9eJGPBApNk6dv/ARa+NxONVsuaVT/z6UdfGWa1MGf5l+/j0dGd1JQ0Jo57lStR0TRp2pjDx7YTHhYBwIljp3jjtTkG265Zv4Jmrk14wOdho2a27NoF21cL6+/alq1k/bDOYL31kEHUfen/0CcmAZD96+9c27INgDqTnsequw8Amd/9QO7uvUbNdoO59/3YTHoFRaMhZ/tWcjZU8B4/2IdaY8eBqlJw6SKZi+YDYLtwCWZt25F/5m8yZk03Sb6K3En75c3Y9u5Is/nPomg0JKwLIPbz3w3WOzzVh6azxpIXlwJA/HfbSfwxwOS56vXxovm8Z0GrIeHH3USXyXVD/aE+tP5mKsGDp5EdfBHF3IwWS16gtmcL0KtEzPqWjMCzJstZq2dnGs78P9BoSP9lBylf/2ywvu5j/XGcOpGC+MJjJ23tFtJ/2Vm8XlO7Fq7bviQr4DAJ81eYJGOT3h70mDsGRavh/Lp9nFpu2Ka38+2Lu98AVJ2e/OxcDry1ktSwGDRmWnotmYhDB1c0Wg2hvx7i5LKKzwfG0KyXB72Kcp5dv4/jZXJ28O2Lx9iinNdy2f3WSlLCYmg9vDudXxhaXM6hbRN+HPI2SeeiTJb1Zt5euJQDfx7F3q4eG9d8Ue2vf4O2hQcWg8aARkPByX3k/2lYlxYDfdG4tgNAMbdAqV2Xa0ueL1XAGutJS9BdOE7ejlXVGd2o9Pfo3UKM3rlWFCVLVVWbMo+1Br4E6gGWwEHgV+C9oiItgWggBzitqurYou0+AZ4AmqiqqlcUZTwwuWibdkAIoAN2qKr61r8Or1Fot/hZjj31LrkxyXTbuZCEnSfIDo02KKatbUWziYNJOxFW8jtqNXgue4nTLy0j81wU5nY26PML/nWkshSNQpeFfuwZuZhrsSkM3jaPqztPkBEWY1DOrLYVbSYMIulEePFjutx8Tr//C/Vau2DbxsXo2W5Ko6HO5MmkvfEGusRE7L/4gut//onu8uXiItrGjak9ejQpL7+MmpWFUq+eiaJoeO/DOTzx6HhiouPw3/crO7btJjTkYnGZ0WOfJC0tnfu9BvDYiKHMeWcqE8e/CkBkRBR9ej5a4XMPHTaQ7OxrpgiN7RuTSZ48FV1CIo4rvyD34GEKIi8bFMvdvZf0pZ8aPGbZ3QeL+1qR6DcRxdyC+ss+5nrgX6jXjJxTo6HOK6+S9ubr6JMSsfv8S/IC/0QXZfgeWz8zmrRXXyr3Hl/7eT2KpRVWQ4cZN1dlme+Q/fJWGV0XPseFke+QF5uM+7YlpO08Rk7YVYNiyZv/5PLMb6o1l9vC5zj79DzyYpPx2P4eKbuOkRNqmEtT2wqniUPJPBFa/FjD0f0BCO47BfP6dWn749ucHvwmmOIkq9HQcPZLXH12BvnxSTT7+ROy9vxF3kXDTl3m9v037Tg7TB5DzrG/jZ+tiKJR6LnAjz9GLSY7NoXH/5jHZf8TpJZq08M2BnJuzR4Amg3oRLfZvmwbswS3h+9Ha2nGzwOmY2ZlwdN73iN8UyCZV5NMkrP3Aj9+H72YrNgURm6ZxyX/E6SUyhmyMZC/i3I2H9CJB2b5smnsEkI2HiZk42EA6rd2YdjKKTXSsQYYPmQAo0Y8woz5H9TI6wOgKFg8NI7cNYtQM1KwmjifgpAg1KSSvkberjXFP5t1GYjGqZnBU1j0eQL95QvVFlncnuqaFvIp8JGqql6qqrYFPlNVdWfRshdwHBhdtHyjY60BHgOuAA8CqKr6XaltYoA+Rcv/vmMN1OvUkmsRceRcTkDN1xG38TANB3uXK9fqraeIWLYFfW7JqHT93h5knosis6jByE/NAr3xTxb1O7YgMzKerKhE9Pk6Lm86QpNBncuV85z2BOeW/4Gu1Mi5Luc6iUdDDR6rDuZt2qCLjkYXGwsFBeTu2YNljx4GZawffpicjRtRs7IAUNPSTJKlk7cHEZcucznyCvn5+fz+61YeGtrfoMxDQ/uxfl3hKNzmjTt4oHe3Sp+3du1avPjyeD5cstzomc3btaHgagy6mML6ywnYg9UDPSrfEDBzbcb1U8Gg06Pm5pIffhFLn/uNntGsdVt0MdHo44re4317sOje06CM1UPDyN38e4Xvcf7JION3+CtxJ+2XN2PTsSW5kbFcj4pHzS8gZdMh7AYZ//37J7lyIuOKcyVtOoT9oC7lyjV98xlilm1Efz2v+DHr+1xIO1TYWc1PzqAgPRsbzxYmyWnlcR/5UTHkX42D/AIyt+3Hpp9Plbe3dG+Jtr4d2X8GmSQfQAOvFmRExpNZ1KZf3HwE14GGbXp+Vk7xz+a1LEs+iKhgZm2JotWgtbJAl19AXqmyxtTQqwXpkfFkFOUM3XIEtzI5S7+2ubVlhR+YWj/anZBNgSbJWBXeXh2wrVunxl4fQNO4BfrUeNS0RNDr0J09glnr8ufxG8zad6PgbEmdaZxdUWrbortkug991UWthn81obo6185A8ZCGqqpV2SP6AGeAFcAzJsplwNLJnpyY5OLl3JgULJ3sDcrUae+KVaP6JPobNra1WzijquC9fjrd/BfR/CXTjMBZO9lxLSalePlabArWznYGZezaN6NWI3uiA06ZJMPt0jg6ok9MLF7WJyaidXQ0KKNt0gStiwt2n32G3fLlWNxvmg6Es3NDYq7GFS/HxMTh3KhhuTLRV2MB0Ol0ZGRkYm9fWMdNm7mw5+BGNm9bg0+3kg9e09+ezPLPviUnJ9fombWODujiE4qXdYmJaB0dypWz6v0gjqu/we7duWgaFNZvQfhFrHy6olhaorGti2UnL7QNHctt+29pHBzQJZZk1CclonUwzKh1cUHbuAn1Pv6cep8ux9y7ZjuJd9J+eTMWTvXJK9Um5cUmY+5sX66c/ZBudAhYSquvpmLRqL7Jc1k62ZMXXTI6mhebgoWT4evWbt8cy0YOpAacMHj82rnLhR1xrQbLJg2w8WiBRePy+7MxmDV0ID+25D0uiEvCrGH5+qkzoCeum5bT6JOZmDkVZVEUGrz5HInvm/YbgdpOdmSVatOzYlOo7WRXrpy7X3+eOfQhPjNG8ufswil9l7YepSDnOmNPfI7vXx8T/OU2rqdlmySnjZMdmWVy2jQsn9NjbH/8Dn5Izxkj2T+n/NTDVsO6ElqDnes7gVLHHjW95LhWM1JQ6pSvSwDF1gGlniP6iBtTpxQsBowmL6D8FDZx56iuOdcfAXsURTkM7AK+U1W1siGgZ4B1wCZgoaIo5qqqVnnIVVGU54HnAV6p480Q6yqMjCgVPVjqU4+i0HbeWP6eXP7rQ0Wrxa5rawIHzUSXc537f3mb9NMRpBw8U9XIVaIoFYRUDQrQea4vga9+adTXNboyIxqKVovWxYXUV19F4+iI/WefkTx+fPGIobFUVH9l/0JUhWVQiY9LwMu9N6kpaXh6ubP6x+X06DoEV9emNHdrxtvTF9GkaWOj5i1KVGnm3EOB5Pjvgfx8ag0fht2st0h+5XWuHz2OedvWOHz5Ofq0NPLOnAOd3gQRK9kvAbRatI1dSHt9MhpHR+ot/YzU58ajZhv3Pf5Xami/vKmK2qQy9Zrmf4zkjQdR8wpoMGYgbh//jwtPzalgQ2Pmquj9NmwrXd8ZR/jkz8sVi1+3G+tWjfHcsYTrVxPJPB6CWqAzYdiyOQ0Xs/b+ReYf+1Hz87F9eghOi1/n6rjp1Bv1MNn7j1EQZ/wpFgYqbJPKFzu7KoCzqwJoObwbnf43nL1TvqSBlxuqTs8P3q9gYVub4b/O4uqhM2RGJZZ/gmrKeXp1AKdXB9D60W50+d9w/KeUnIsaerWgICeP5DLThwSUbzALmbn7oDt/tLiyzbr0RxcejJqRUmH5u829Oue6WkauVVX9DmgL/Az0Bo4oimJ5s/KKolgAQ4CNqqpmAH8BA2/zNb9SVdVbVVXvKnWsgeuxKViXGvWxamTP9bjU4mUzGyts2rhw/2+z6XXsM2w7t6TT6jeo6+lGbmwyqYfPk5+SiT4nj8SAU9Tt4Ho7kavkWmwKtRqVjFzVcrYnp1RGcxsrbNu40P/XmTz610c4dGpBr++nYO/R3OhZqkqfmIim1IigxtERXZLhCUuXmMj1P/8EnQ59XBwFUVFoGxu/oxoTE0cjF6fi5UaNnIiLTShXprGLMwBarZa6deuQmpJGXl4+qSmFnwmDT50lMiKKli2b0+V+Lzy93An6ew9bd66jRUtXNm39wWiZdYmJaBs2KF7WOjqiT0o2KKNmZEB+4WfPa5u3Yt76vuJ1WavWkjjuOZJfnQqKQsEV45/YCkd9SzJqHBzRJRu+x/qkRK4HHip+j3VXr6BtXI1z/8u4k/bLm8mLTTYYibZwrk9+nOFJtSA1CzWv8PqOhLUB1PZwM3mu67HJBqPNFs725MWX5NLaWFOrTVPcf5tHp6MrqNPpPtp+/1bhRYw6PZFzvid4wBtcGP8e2rq1yI2INUnOgvgkzJ1L3mMzJwcKEgyPHX1aJmrRsZP+8w6s3FsBYO3Vlnqjh+G2+3scp02k7qP9cZgy3ugZs2NTsCnVpts423MtPvWm5cM3HcG1aCpgy+Hdidp3Gn2BjtzkDOKOh9LARO9/VmwKdcrkzE64ec6QzUdoUWbaSOtHfP7zo9YAamYKim3Jca3UtUfNrHi8UevejYIzJXWmdWmFWZcBWP/vYywGjMLM8wHM+z1t8szi9lTbrfhUVY1RVfVbVVUfBQqA9rcoPhiwBf5WFCUS6Ek1TA1JP3mRWm5OWDd1RDHX4jS8Owk7S77SLMjMYU+759nf5RX2d3mF9BPhBI39gIzgSyTtPY1Nu6ZorC1QtBrsurctdyGkMSSfukSd5k7UbuKIxlxLs0d9uLqrZIpKfmYOv7Z/kU1dX2NT19dICrrI/nFLSTkdYfQsVZUfEoLWxQWNkxOYmWHVty/XDx82KHP90CEsvLwAUGxtMWvSpHAurJGdPPE3bm6uNG3mgrm5OY+NGMqObbsNyuzYtoeRzzwGwCPDB3Nwf2HDVr++HRpN4SHTzLUJbi1ciYy8wncr19G+9QN06tCXoYOe4WJ4JI8OHWO0zPnnL2Dm0hitc2H9WffvS+4hw/rT1C856Vn17E5BZNHFQhoNSt26AJi1cMO8pRvXjx4zWrYbCkIuoG1c6j3u3Ze8wD8Nylz/8xAWnh0BUOraom3cBF1sTEVPVy3upP3yZrJOhWPV3BnLJg1QzM2wf7QnqbsM3z/zBiVfJ9sN7EJumPHbnYpyWZfK5fBoT1J2Hi9er8u8xjH38QTd/yJB979IZlAo58ctJjv4IhprCzTWhWMrtg96oOr05S6ENJbcv0Mxb9YI88YNwdyMOkN6kbXniEEZrWNJ/dn09SHv4hUAYqcu4VJfPy71G0fikm/I2BRA0tLvjJ4xIfgStq5O1Clq01s84kNkmWmHtq4lU9ea9fMiPbJwaltWdDKNe7gDhXOvG3RsSWq4aY6p+OBL1GvuRN2inPcN8+FSmZz1SuVs3s+LtMiSKXgoCi2HdiVki3Su9dGX0Ng7odRzBI0WrbsPBaEnypVT6jujWNdGf7Xk5gnXf19OzieTyfn0VfL8f6Qg+CD5uzdUZ3yjulfnXFfLtBBFUQYDu1VVzVcUxQmoT+HdQW7mGWCiqqrriravDUQoilJLVVWTXfWk6vScm/4d3utnoGg1XF23l6yQq7Sc9iTpwZdI3Fl+57+hID2byC+20m3HuwAkBpwkMeCkSTIen7mKvj9OQ9FquLh+P+mh0XhMHUFycATRu2594c2jf32EuY01GgszmgzyZvczi8vdacTodDoyP/kEu/ffB42G3O3b0UVGUnv8eApCQrh++DB5R49i4e1N/e+/R9Xryfzii8LRWKNH0fHW1Hn8/PtKNFotP/7wCyEXwnlr5v84FXSGHdv3sHb1zyz/6n2OnvInLTWd58a/BkC3Hl14a+ZkCgp06HU63nh1Nmmp6UbPWD60nvSln1L/oyWg1XDtj+0URERSZ+J48i6EcP3QYWo/+ThWPXsUjrBmZJD27uLCbc20OKz4BAA1+xqp77xrmmkheh1Zn3+M7aIPUDQacnduQ3c5klp+z1IQeoG8wMPkHz+KRecu2H2zCvR6sr9egZpZ+B7XW/oZ2iZNUaytsf/xZzKXLiH/uPE/BBi4g/bLm2fUEznzG1r/OBtFqyFx/W5yQq/QeOpIsoMvkrbrGE4ThlBvYBfUAj26tEwuvvZZteS6NOMb2q2bhaLVEL9+DzmhV2gydSRZweGk7jp+003N69vSbt0sVFUlLzaF8Fc+vWlZY+RMmL8Cl5ULQKMl/ddd5IVHUf+VMeSeCSV771/YjXkUmz4+qDod+vRM4qZ/aLo8FVB1eg7NWsXQNYVtesiG/aSGRuP9+ggST0dw2T+I9uMG0rinO/oCHdfTs9n7WuFUizOr/Onz4fM8FbAYFIWQnw6QcuGKyXLum7WK4T8U5jy3YT8podH4TBlB/N8RRPgH4TFuIE17uqPP15Gbns2uUlNCGndtQ1ZsChmmmLJyG6bOWcyxk6dJS8ug33BfJk0Yw4hhg6o3hKonb/v3WI1+ExQNBaf2oyZGY957BPqYCHShhefxshcyiruHUnbu5r9+QkXRU3gnjxuWAi7AUODG1V7vq6q6ptQ2+4A3VFU9rihKLQovfnQtmhJyo8xvwAZVVTcULUcC3qqqVjohbkfDkXf8pJ5k7Z1/y/H+990d8+Tcg2puNLSqTrevvqkF/5R5bRN0wk1An1/hxRJ3nMjQ8hci3ml06p1fl/Vtq/euMv/G3mzTX1z6b1y/899uJgXNq+kIVZK3fFZNR6iS2rPX3lHv+n2O3ibvn4UmHq/239noPTpVVW821WTKLbbpXerna0C5s5Cqqo+XWXb9ZwmFEEIIIYQwjTt/uFQIIYQQQtxzampOtKlJ51oIIYQQQlQ7uRWfEEIIIYQQ4pZk5FoIIYQQQlS7e3VaiIxcCyGEEEIIYSQyci2EEEIIIaqdqt4dt3y9XTJyLYQQQgghhJHIyLUQQgghhKh2eplzLYQQQgghhLgVGbkWQgghhBDVTpX7XAshhBBCCCFu5T8xcn3F/M7/NbPkY47RdKjbrKYjVEFBTQeolFXbOjUdocqunc6q6QiVWm6h1HSESnXTWdd0hEr14VpNR6iSzCxLvLnD90sVtmtr13SKSuUtn1XTESplMWl+TUe4K92rc67v/F6nuGOEXnCo6QiVmm2WXtMRquRwRKOajlCpQd53R10C/HrRpaYj3NJf2pyajnDPuJpat6YjVImt+fWajnBPuBs61kKUJZ1rIYQQQghR7WTOtRBCCCGEEOKWZORaCCGEEEJUO72MXAshhBBCCCFuRUauhRBCCCFEtVPv0buFyMi1EEIIIYQQRiIj10IIIYQQotrJ3UKEEEIIIYQQtyQj10IIIYQQotrJX2gUQgghhBDCSGRaiBBCCCGEEOKWZORaCCGEEEJUu3v1j8hI57oMl94edHtnDIpWQ8i6fQQv22Kwvq1vX9qNG4Cq05OfncvBN1eSFhaDxlxLz8UTcPRsjqrXEzhnDbGB502SsVkvD3rPHYNGq+HM+n0cW26Y0cO3L55jB6DX6cm/lkvAWytJCYsBwKFNE/otehbLOtaoepUfh81Gdz3fJDnt+njhNn88ilZD3NrdXP18Y4XlHB72oe03b3By0JtkBV9EMdPSaumL2HRojqLVEv/zfq5+9rtJMnbp7c3L70xCq9Wwdd121i3bYLDeo2sHXpr7Ii3aujHvpXc5sPVg8boXZk7Ep29XFI2GEwdP8Nns5SbJCNCwjwde8wr3y4gf9xHy+ZYKyzUeej/dvpnM7sFvkxocgZ2XG53fn1i4UoFzH/5GzPbjJst5g7ZtJ6wefx40GvIDd5EX8IvBesvHJqJt5VEYy8ISxcaWrLdGmjwXQJPeHvQsOn7OrdvHyTLHj7tvX9r7lRzj+95aSWpYDBozLb2XTMSxgysarYaQXw8RtKzi9+Hf6tDLi9Gzn0Wj1bB/w262rjDc/wdNGEavkf3QF+jJSEln5bTlJEcnAvDdxZ+4EhIFQEp0Eh8/t9gkGaGwLnvMLdwvz6/bx6kyddnOty/uperyQKm67LVkIg5FdRn66yFOmqgu7ft4ct+CcShaDTFr93D5s00VlmvwcFc6rJzC0YHTyQy+RMMRPWk2aVjxept2TTna/y2yzl42esa6vTvS9J2JoNWQtM6fuGW/Gayv/2RfXN72Iz8uBYCE77eStC4AgFZrZlO7Y2uyjp0jfNy7Rs9WWoteHgyaU/h+n1y/j8MrDN+zTqP70aXo3JN3LZet01eSFBZNI083hi4qbIcUBfZ//BshO03TDmlbeGAxaAxoNBSc3Ef+n4YZLQb6onFtV5jF3AKldl2uLXm+VAFrrCctQXfhOHk7VpkkY2XeXriUA38exd6uHhvXfFEjGcS/Y5LOtaIoKrBGVdUxRctmQCzwl6qqDyuKMg54H4gutdko4BpwHrgAWAGZwDJVVVcpiuIKHAKaqqqqL/Vap4DnVVU9+q9zaxR6LPBj26jFZMemMHzrPC7vOkFaUccUIHxjIOfX7AGg6YBO+MzxZYfvEtqM6gPAr/2nY1W/LoN/mMrGobPByJ/KFI1C3wV+/DZ6MZmxKYzaMo+L/ieKO88AFzYGcrooo9uATvSa5cvvY5egaDUM/uRFdrz6BUnno7CqZ4M+v8Co+YppNLRYNJEzT83jemwKXjsWk7LrONdCrxoU09a2otGEIWScCC1+zGFYNzQW5gT1eR2NtQWdD3xM4sZDXL+SaOSIGiYveIWpo94kMTaJL7Z+zuFdgVwOiyouEx+dwHtT3ufpF5402Na9czvae7dnwoAXAPj094/w7OZBcOBpo2YsDKrQceE4Dj69iGuxKfTbPp+YXUFkhkYbFDOrbUXLiYNIPhFe/FhGyFV2D34bVafHqkE9+u9eSOyuIFSdvuyrGI+iwerJF7m27G3UtGRqvfERBWf+Qh93pbjI9d+/Kf7Z/MGH0bq0MF0eg2gKDy7wY8uoxWTFpvDEH/OI9D9BaqnjJ3RjIGeLjh/XAZ3oMduXP8YsocXD96O1NGPDgOmYWVkwcs97hG0KJPNqkpEzahg77zmW+M4jJS6ZuZvf46T/MWLCS46dy+cimDtsGnm5efT1HcTT08ew/OWlAOTl5jF7yBtGzVRxToWeC/z4o6i9fPyPeVwuU5dhGwM5V1SXzQZ0ottsX7aNWYJbUV3+XFSXT+95j3AT1CUahdaLn+XkU+9yPSaZLjsXkbTzONlljh1tbStcJj5E+omw4sfifz1E/K+HAKjdtgmeq6aapGONRkPTBS8QOmoO+bHJtN36Pmm7jpIbZthWpm45RNTbX5fbPG7FRjTWljj6DjR+tlIUjcLg+eNYO3oRGXEpTNw8n9jUq6wAAB1ZSURBVNCAIJLCSuryzKbDBK3dDcB9/Tsx4O3RrPNbQkLIVb4ZVtgO2TSox/PbFxIaYIJ2SFGweGgcuWsWoWakYDVxPgUhQahJJRnzdq0p/tmsy0A0Ts0MnsKizxPoL18wbq7bNHzIAEaNeIQZ8z+o0RzVQeZc355soL2iKNZFywMw7EgDbFBV1avU/3NFj19UVbWjqqptgZHAa4qijFdVNRK4Ajxw4wkURWkD1DFGxxrA0asFGZHxZEYlos/XcXHTEZoN7GxQJj8rp/hn81qWxZ3neq0aE/PnWQBykzPIy7iGo2dzY8Qy4OTVgrTIeNKLMoZsOUKLMhnzSme0tizeeZs92IGk81dIOl/YecxNy0LVm2bHrtOxJbkRceRGJaDmF5C48U/sB3UpV67ZmyO5unwT+tKj56qKppYlaDVorCzQ5xWgy8wpt+2/1carNTGRMcRGxVGQX8CeTfvoMbC7QZn4q/FcOh+Bvkw9qaqKhaU5ZhZmmFuYY2ZmRmpimtEzAth3bEFWZDzZUYmo+TqubDpCo0Gdy5Vzf/MJQpf9gf56XvFjupy84hOYxtKc6rgwW9PsPvSJsajJ8aAroCDoAGYdfG5a3rxzL/JP7Dd9MKCBVwvSI+PJKDp+wjcfofktjnGzWiXHj6oWHk+KVoPWygJ9foHBsWYsbl4tib8cR+KVeHT5Bfy15RCdBhoeOxcCz5CXW/g+h58Mxd6pvtFzVKZB2fZy8xFcq9heooJZqbrUmagu63ZqSU5EPLmXE1DzdcRvPIzD4PLt0P+3d+bxVRXn/38/WSCBECAEyAIYNqGCEDZFQaUiKFYQSq2gVvBbpYrVKqLUtvhF/X1dWq3aWrXVKmhR4Fs3XFCDC1IBQULCorIjCmENgQQIkHvn98eZm5zc3JuNcy/G7/N+ve6LO3PmnPPJM2eeM3fmmaHTb6/km7/Nx196PMRVIG3MIHa9/pnn+gCaZnfl2LYCjm/fjTlRRuGb/6HF8LNrfX7xZ6vxH/bedsFkZHfmwLbdFH3r1Pe6t5bRbVg1754mjcu/l5VW+KG4xvFejzmVE5PZGf+B3ZiiveD34Vu3jLhuVX1lgLie51C2bmnF+elZSNPm+LasiYzAWtI/+0yaJzc7pRqUkyOSYSELgJ8A/wbGA6/g6hjXBmPMFhGZAjwKvGCvMQ4IvInH2TxPaJrekpKCwvL04V2FtOlTdUTtjAkXceYNI4hpFMc7Vz4AQOFX2zlteF82v7mUpIxWpJ6ZRdOMVuzN2+KVPACS0lpSvLNCY0lBIWnZVTX2vvYi+t4wgtj4OP49ztHYslMaYBjz0l0kpiSz4a2lfPHMO57qC9A4PYVjOytGoY4X7KdZ366VyjTt2ZHGGakU5qwk86ZR5fn73l5Gq0vOYuDqZ4lJbMyWe2ZSVlTiucbU9FT2FFSMhu/dtY8f9eleq3O/zP2KVUvyeXXlXBDhjZlvsn3T9ppPrAeJaSkc3bG/PH20oJCUoOeyRc/TSMxoRcHCVZx+06WVjqX06Uy/xybRtF0qy295OrKj1kBMi1b4iyrs6i/aR+xp3UKWlZatkZS2+DZEYMQ/BE3TWlIS1H7ahmjjPSdcRG/bft60bXzLO8vpOLwvE1c+SVxiIz67dzbHig57rrFl2xQKXW2nsKCQztldw5a/4OdDWf1Jbnk6vnEjZsx/GJ/PzztPv07uB56MPVShtrbsMeEiellbvuWyZdbwvlxrbbkkQrZMSEuhdGdF2zm2cz/JfbtUKpPUM4uEjFbsz8nltJsuC3mdNpefw+oJkRlFbJSewvECl6/ctZ+kPlXru8WIc0g6uwelW3by7YznOVHg8Sh/DSSnpXCooMKWhwoKyQxR3/2vHcbZ1zv1/a/xFWEqGdmdGfWnSTTPTOWN2yPjh6RZCuZghUZzqJCYzNCzYtI8FWnRGv/WdYEcGg27mmNvPE1sx56ea1NC80Pdii+Su4XMAcaJSALQC/g86PiVIpLn+iRWvQQAuUCgxzMPGG3DTACutPepgohMEpEvROSLTw9vDFUk1FlVs0LU+5ezFjJ38B0sf2AOfW4dDcD6OYs4XFDImHfvZ+CMa9i9ciOmzFfL+9YBqaox1ChA/osLeeG8O1j84BzOthpjYmPJ6H86C259inlj76Pzxf1pP6iH9xrD6KwkVIRO901ky71VY9qa9emC8fn5vPckVpw1mcwbR5LQoY33EkPUd22nqDKyMjitaweuGDCeK/qPo8+gbHqdfabXEh1CmDLYlr3vvYbVM2aHPL1w1WZyhkzjwxHT6X7LKGcEO9qEsWt8v/Mpy/sMTGQ7/AGklu1n7ayFzB58B0sfnEM/237aZHfC+PzM6n8L/zp3Cr0nXUpyh9ZR0hjafueOPp+sXp159x8VccRTzv0VM0ZN45lbH+eqe66jTYe2nmu0QkPorFps3ayFvDL4DpY9OIe+QbZ8qf8tzLa2bBYBW4b0Q0HHT7/vWjbOeClskeS+XfAfPc7hr78NW+bkqNmORTkrWHPOJL4cdhvFi/Pp+PitEdJSN0I9l1+8mMPfzp/CRw/NYfAto8vzd+Zt5plh0/jnqOkMmjyK2Kj5odBtJ67HQHxfLS83dtyAi/BtysccKgxZXlHqQsQ618aY1UAWzqj1uyGKBIeFhJvXKvc8xphdwDpgqIhkAyeMMWvD3P8fxpj+xpj+5zcNP+rj5nBBIUnpKeXppmkpHN51IGz5zW8uI8tOzxufn2X3zua1i39Pzi8fo3FyEw5u3VWr+9aFkoJCmmVUaExKT+HwnvAa18+vCBspLijku8+/pvRACWWlx9n2cT5temZ5rhGcEaLGGanl6UbprTjmsmVsUiJNu7Wn12v3MmDFUyT37coZs6aR1LszrX96Hgc+XoUp83Fi3yEOrVhPUojR+ZNlb8Fe2qRXvNBbp6Wyf9f+as6o4LxLBvFl7leUHiml9Egpyz9ewRl9f+S5RnBGqhMzK6b9E9NTOLq7IgQlLimB5O7tueC1PzBi+eOk9O3CuTPvoGVQWFLxxp2UHTlG8+7tIqIzgL9oPzEtKuwa0yI17Asrru/5nMiNTkgIOO0nKaj9HNkdvv1sfHMZHW0b7zr6XLZ/shp/mY+j+w+x64sNtO7VyXONhbv2k+JqOynpKRTtqWq/Mwb1YuSvx/L49Q9Sdrxi7USR9Qd7v93N18vW0aGH9+FpYP1lHWy5yeUvu7hsWWpt2SYCtiwt2E9CRkXbaZwR7IcSaNq9PX1fu4dzV/yV5H5d6f3inTTrXaGl7ehzIxYSAs6sXqN0l69Ma1W+cDGAr6gYY+t478s5NDkzOmsU3BzaVUhyeoUtk9NTKNkdPhRu7fyldBvev0r+vk07OXH0GG1O994PmeJCpHmFRklOwRSH1hjb4xzK1laEhMS260rcgGEk3vo4jYZdRVzv84gfeqXnGpXKGGMi/jkVRHqf6/nAI5xc6EYfnEWOAQKhIZ6GhADszd9Ccsc0mrVvTUx8LJ0vH8j2nNxKZZI7VowCdRiaXd6Bjk1oRFyiE2OWeV5P/GX+SgshvWJX/hZadkwj2WrsNnIgW4I0tsiq0NhpaDZF2xyN33y6mtTuHYhLaITExtBuYHcKNwaHwntDcd4mEjql07hDGyQ+jtajB1H4wYry477iIyzr8V+sGDCZFQMmcyh3I19OeJiS/M0c27GP5oOdabmYJo1J7teVIxGw5df568nsmEla+zTi4uO48PIhLMlZWvOJwJ4de+g9sBcxsTHExsXSe2CvSgshveRA3haSOqbRpH1rJD6W9pcPpOD9leXHy4qP8laPG1lw1m0sOOs2CnM3sWTioxzI3+qcE+s08ybtUmnWOZ3DHi8MDca/fQMxrTOQlLYQG0dc3/MpWxM8cQXSJhNJTMK/NXqLh/bkb6F5VkUb7zJqIFuD2k9zV/s5bWg2B237Kdmxn0w70xOX2Ji2fbpQtMn753Jr/ibaZqWT2q4NsfFxnD1yMKtyKu+s0KFHR6574Fc8fv1DFO8/VJ7fJLkpcY2cib2kls3o2q87O4MWxnlFsC07jxrItnrask2fLhyIgC2LV22mSac0Ejo4baft6HPZ59qlwld8lMVn3MCSAbewZMAtHFq5kfxr/0Rxvg3nE6HNyIHsfmOJ59oCHM7fSELHdBq1d3xlyuWDKcqpHMoT36Zl+fcWwwdQuikydVodO/O3kNIxjRa2vnuMHMiGnJWVyqS46rvrhdkU2vpu4fJDzTNTadUpnaLvvPdD/h1biElJQ1q0hphYYnsMpGzDyirlpFU6ktgU/3cVs9rHXn+Ko0/8hqN/uY3jOS9Tlr+YEx/OrXKuotSGSG/F9zxw0BizRkSG1PVku0PII8BfXdmvAg/g7Cxy4clLrMD4/CyZPosRs+9CYmJYP3cRBzbsoN/UsezN38r2nFx6TBxO5uAe+Mt8HDt4mEW3/x2AxNRkRsyehvH7ObLrAJ/85mkvpVXS+NH0Wfz0pbuQ2BjWzV3E/g07OGfKWHav2cqWnFyyJw6nw+Ae+E44Gt+f4mg8dvAIuc8t4Kq378MYw7aP89n6UV5EdOLzs/l3z9HzlT8gsTHsfuUjjqz/jtPuupLivM0UfhB+G6adz7/H6U/cTN9FjyECu+Z8zJGvvF+l7/f5+cv0J/nj7AeJiYlhwdz32bbhG66bOoH1+RtYkrOUbr1P5/7nZpDUPIlzhg3kuinXct3QG1j0zmL6DMrm+YXPYoxhxScrWLpwmecawanzvN/N5LxXpiGxMWybs4hDG3Zwxp1jOZC/lYIPcsOem3p2N7r9eiTmhA9j/Ky6+wWOF3ofv14Jv5/Sfz9Dk8n3OVvxLcvBv2s7jS69Gt/2jfjWOh2H+H4XcCL308hqCcL4/CyePouR/3Laz9e2jQ+4Yyx7V29lW04uZ04cTjtXG//QtvE1s3K48NFJjFv4EIjw9bxP2R+BUAG/z89L9zzHnS9OJyY2hk/nfcSOjd8y5vZxbFuziVULv2Dc3dfSuEkCNz91B1Cx5V5Gl3ZMfOBXGGMQEd55+vVKu4x4ifH5+c/0WfzE2jLgL/tbW36Tk0vPIH/5sbXl2lk5/PjRSfzc2nL9vE8pjIAtjc/P+rufp8+c30FsDAWvfMLh9d/R6a4rOJS/hX3vV+14uWlxzo84VlBI6Td7PNdWjs/P9unPcvrs/4aYWPbPXUjphm/JmDqew/mbOJizgjb/9RNaDDsL4/NRVlTCttv/Un56t1cfIKFLJrFNE+i14jm2TX2SQ4u89+vG5+e9e2Zy1YuOH8qft4i9G3dwwZSxFKzeyoaFufSfMJxOg3viO+Gj9NBh5k9xtpFr378b4yaPxGf90II/vMDRAxHwQ8bP8QUzSbh6GkgMZXmLMHt3ED9kLP6dW/FtcHxl8ELG7xt3/vdDrFi1mqKiQwwdfQ2Tf/kLxo68+FTLigg/1H2uJRJD5iJSYoxJCsobAkytZiu+ycBOqm7F97Qx5oWga70JtDXGhN+CwMWz7a753tdeSQP4vzL7Hy891RJq5J64g6daQq242ed9DLnXXHxFw7AlwEuvtzjVEqrl89jI7+bgBef4wi19+f7Q9Xhk9uX3mubxx061hFqxILbpqZZQLVN+eaoV1I5Gk+8/1RJqRXxqpxoWIkSXpCYdI94/KzmyNep/c0RGroM71jbvE+AT+30mMDPM6TV6d2PM5fUWpyiKoiiKopxyjO4WoiiKoiiKoihKdeh/f64oiqIoiqJEnR9qzLWOXCuKoiiKoiiKR+jItaIoiqIoihJ1TtU+1JFGR64VRVEURVEUxSN05FpRFEVRFEWJOrpbiKIoiqIoiqIo1aIj14qiKIqiKErU+aHGXGvnWlEURVEURYk6P9TOtYaFKIqiKIqiKIpH6Mi1oiiKoiiKEnV+mOPWOnKtKIqiKIqiKJ4hP9R4l0giIpOMMf841TpqoiHobAgaoWHobAgaoWHoVI3e0RB0NgSN0DB0NgSN0DB0NgSNSmh05Lp+TDrVAmpJQ9DZEDRCw9DZEDRCw9CpGr2jIehsCBqhYehsCBqhYehsCBqVEGjnWlEURVEURVE8QjvXiqIoiqIoiuIR2rmuHw0lBqoh6GwIGqFh6GwIGqFh6FSN3tEQdDYEjdAwdDYEjdAwdDYEjUoIdEGjoiiKoiiKoniEjlwriqIoiqIoikdo59oiImkiMkdENovIlyLyroicLiJHRSTP5r0oIvG2/BARedt+nygiRkSGuq43xub9LMK6x1h97o9fRG6y97/FVfZJEZkYAQ0l9t+s6u4pIjNFZKuI5IvIBmvPzODruNITReRJ+72biHxi/76vRKTe02XV1PXaoHIzRGSqKx0nIvtE5MGgcpeJyCr7d30pIr+qr7Yweo2IPOpKTxWRGa70JBH52n6Wi8hgmx8rIitF5HxX2Q9E5Aov9YXR7LN1tVZE3hKRFjY/8Izc7yqbKiInAnUdDVzts7srr6uIvG2fi5Ui8nHAdvZZ3BvUzs6Igs6AHdfZ52uKiMTYY24f1NZqDzyD70ZRW6U6dh2/XURKRaS5K2+IiBy07WW9iHwqIpdFUGMrV33tEpEdrnSjMM9Bf/s3NbLpziKyRUSS63F/t43+V0Qya9BTJ5uKyMWu80usTfPE8a3lz4ctO1pEVls/sUZERtffstX+rfkikisi53p5/TD3LAmRV+VdUZ2dXOc9Yesj0L6uc51z3NosT0QeqodOIyIvudJx1p+4+xBV/Is4/vKobS9fiePfJ9hzskTku4Be17XzROSsumpUPMYY83/+AwiwFLjRlZcNnAestelY4CPgapseArxtv08EVgPPuc6fC+QBP4vy3zIJWAR0AnYDm4BG9tiTwMQI3LPE/ptV3T2BmQF7WJvfDmxwlS0Juu5E4En7/X3gctexMyNV1678GcBUV/pS4DNgMxUhVfHATqCdTTcGunls31JgK5Bq01OBGfb7ZcBK17G+wHYgzabPBtZYneOB96P0HJa4vs8Cfu96RjYDq1zHb7Jt5cloaLP3nAcsdtkxwT6Lo1xlerqe3YnR1BfGjm2AhcC9Nj2ECh/0d+A3rrK9TlUdu/KWWxtPdOWVa7bpbGAbMDQKeiu151DPgSv/KeB39vt7wHgPbDQbmFKDnjrb1HXsE6B/KFsDvXH8ckeb7mjTnj0nQdovBhZF8xl05VX7rgi2k82LwfGby4AhIa65Detj66sTWAUk2vQIHJ/n7kNU8S84/nKtK93JnnedTS8FLnAd7w5sjrTd9VPzR0euHX4MnDDGPBPIMMbkAd+60j4cx5ZZ9XTAcXhniUi8iCQBXXAaQdQQkdOBe4BfAH5gL/AhMCGKMmp1T+PwGLALx9HURDrwnev8NfXUV2NdV8N44AkcJzzQ5jUD4oD99lrHjDHr66ktHGU4C1tuD3FsGnCnMWafvX8uzkv5Zpv+HFiC8yJ/IJAfZZZSud0cBb4Skf42fSVOJycq2PY5CPglMM5mXw0sNcbMD5Qzxqw1xsyMlq6aMMbswfnx/GsRkaDDwe1jdTS1EVTHItIZSAL+gNNuQmLb3n3AryMtMJgwz0GA3wHXi8hdQLwx5hUPbrkY571QW+pl0zBMBR4wxmwFsP8+CNxZx+vUlmTgQISuXRP1eVf8GFgLPE3dbVtbFgA/sd/HA3V+powxW4ApwK026xUqP7vj6nNdxXu0c+3QE2f0LywikoAzCvhemCIGZ1TpYuByYH6YchFBnHCVl3FGQra7Dj0E3CEisVGUU5d75uL82q6Jx4CPRGSBnRptUeMZoamurju7p+WAGwMHRCQRGAq8jeO8xgMYYwpx6vobEXlFRK4OnqbziL8BV4trit3Sg6p/zxc2P8DdwG3Ay8aYTRHQFhb7DAylanuYA4wTkXaAD2f0P1qMBt4zxmwACkWkL469cms478qgadvEiCsNwr5cY3BGsd38DfinOKEsvxeRjGhpClPHgc7DYqCbiATrdVNbH+A1oZ4DAIwxRcDDOB3QySd7IxGJwxlEqNWggAc2DaY2fuJkSbTt4mvgOeD+mk6IEPV5VwRs+zpwmX2fek3A5yUAvYDPg47X1r+428s8YLR9vsAZqJjjtXCl7mjnumY6247WfmB7DSNCc3B+OZ6KX4/3A+uMMZUalh2hWA5cFS0hdbxn8AhclcvZa74A/Aj4X5zpzmUi0vgkZIZiszEmO/ABnnEduwz42BhzBHgVGBP48WCMuR7nRbgcZ4ToeY91YYw5BLxIxYhFdQjWbpbzgYM4PyyiRaKr3aQAOUHH3wOG4bzU5kZRF/aegXYyhxAjVSLyujhxr6+5sue6nw9jzNFoiA1BlTZjjHkfZ8r4WZwX7yoRaR1hHdXV8ThgjjHGD7wGVBfnX5MPiBQ1PQcjcMLcTia2PmCjL3BmvP5Zy/Ina9Nggn1CuLyT4ahtF92BS4AXQ8ywRJy6vivEia2/FHjD+tnPgeER0LUaJ8xjPBBqTURt/Uu5TY0xu4B1wFARycaZlV0b5jwlimjn2mEd0C/Msc22o9UFGCgio8JdxBizHKcDk2pHQ6KCiAwBxhJ+avUBnPCBaNZ3be/ZB/jKfj9qHV2AFGBfIGGM2WmMed4YczlOqER9OovV1XV1jAcuEpFtOCNArXCmEgPa1tgwl2E4dREJHseZwm7qyvuSqn9PX5uPiDQF/ghcCLQWkUsjpC2Yo7bdnAY0IigcxRhzHMeOd+D8WIkKItIKxxbP2bq8E2e0Zx2O3QL6xuDEQaZES1ttEJFOOCP9e4KPGWMKjTEvG2N+AazA+VEVSULWsYj0AroCOdbG46h+qt3tA6JCuOcg0BkUZ5Flc5yZyD+JSJN63uqoq7N0i33uayzPyds0mHVA/6C8cj/hNcaYpUAqEOkfeOHuX5d3xSU4db3G2nYwkQsNmQ88wskNvgW3l0BoiIaEfI/QzrXDR0BjEbkhkCEiA3AcHADGmALgtzhT7NVxN068XlQQkZbAC8C1xpjiUGWMMV/jONGIrcqv6z3F4Vac+LhAqM0i4Bp7PBH4OfCxTV8iFTu1pOF0bnfUQ1qNdR1CazKOw+1gjMkyxmThvPTGi0iS/XETIBv4ph66asSGoMzD6WAH+CPwsO0sYEcvJuIsyAInBn+erY/JwGN2WjIqGGMO4oy2Tw0x1fooMM0Ysz9aeoCfAS8aY06zddkeZ7HoBmBQ0I/n+naoIoIdiX4GZ+GTCTp2YaADKCLNgM44I6URJ0Qdj8dZIJhlPxlApohUaWO20zgdJ6wlmoR7DgZb3/MocLON130T+H00xZ2MTcPwCHC3iGSBs9MEznvq0bBnnATi7L4Si12LEk3q8a4YD1zv8u0dgeEn8YOqOp4H7qvvmiFbb48Af3Vlv4oz8q4hId8j4mou8sPHGGNEZAzwuIj8Fmd3hm04capu3gBmiMh51VxrQcSEhuZGnPjLp4Nm4IJ/wf4PzmrlaBLqnn8Skek4HZdlwI9dozm/Af5uO92C8/L71B4bDjwhIqU2faedEqsTdahrNz8FPjLGHHPlvYnTsZ0C3CUif8dZqHcYp3MbKR7FNUNhjJkvznaGS0TEAMXANcaYAnG2ihuDs1MAxpg8EXkfZ0bh3ghqrIQxZpWI5OOMrCx25a/DGVGLJuNx1gS4eRUnhOky4M8i8jhOOEAx8P9c5a4Uu82hZbIxZkkkxVIRJhCPMwL3EvDnEOX6AU+KSBnOoMlzxpgVEdZWTlAdj6PqIuXXbf7nwHkisgrHB+wBbjXGfBgtrZbqnoMROCECgVHdGUCeiMw0xmyMlsA62PThWlwrT0SmAW/ZjucJ4C67oNQrAs8qOP57gnE2AogkTUTkO1f6z0A7avmusB3oi4Hy7VONMYdF5D/ASDwOWTPGfIezKD4UVfwLzlqUzra9JOD4pL/a0JfANYtEZBnQNrBgVTn16P/QqCiKoiiKoigeoWEhiqIoiqIoiuIR2rlWFEVRFEVRFI/QzrWiKIqiKIqieIR2rhVFURRFURTFI7RzrSiKoiiKoigeoZ1rRVEURVEURfEI7VwriqIoiqIoikdo51pRFEVRFEVRPOL/A+9ngbcg3lKWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#得到相关系数的绝对值，通常认为绝对值大于0.5的特征为强相关\n",
    "data_corr = data_corr.abs()\n",
    "plt.subplots(figsize=(13,9))\n",
    "sns.heatmap(data_corr,annot=True)      #annot: 默认为False，为True的话，会在格子上显示数字\n",
    "\n",
    "#突出重要信息\n",
    "sns.heatmap(data_corr,mask=data_corr<0.5,cbar=False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pandas中的loc和iloc函数\n",
    "\n",
    "适用于Dataframe类型\n",
    "\n",
    "loc函数：通过行索引 \"Index\" 中的具体值来取行数据（如取\"Index\"为\"A\"的行）;也可以使用数据的值来提取\n",
    "\n",
    ".loc['A']  #取出索引为A的行\n",
    "\n",
    ".loc[:,'A'] #取出索引为A的列所有\n",
    "\n",
    ".loc[data['A']==0] #提取数据(筛选条件: A列中数字为0所在的行数据)\n",
    "\n",
    "\n",
    "iloc函数：通过行号来取行数据（如取第二行的数据）,也可以根据具体的索引取出数据，具体使用与numpy类似，:用于取出该行（列）所有\n",
    "\n",
    ".iloc[2]    #第二行\n",
    "\n",
    ".iloc[1,5]  #第一行，第五列\n",
    "\n",
    ".iloc[[0,1],[0,1]] #提取第0、1行，第0、1列中的数据\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RAD and TAX : 0.91\n",
      "NOX and DIS : 0.77\n",
      "INDUS and NOX : 0.76\n",
      "AGE and DIS : 0.75\n",
      "LSTAT and MEDV : 0.74\n",
      "NOX and AGE : 0.73\n",
      "INDUS and TAX : 0.72\n",
      "INDUS and DIS : 0.71\n",
      "RM and MEDV : 0.70\n",
      "NOX and TAX : 0.67\n",
      "ZN and DIS : 0.66\n",
      "INDUS and AGE : 0.64\n",
      "CRIM and RAD : 0.63\n",
      "RM and LSTAT : 0.61\n",
      "NOX and RAD : 0.61\n",
      "INDUS and LSTAT : 0.60\n",
      "AGE and LSTAT : 0.60\n",
      "INDUS and RAD : 0.60\n",
      "NOX and LSTAT : 0.59\n",
      "CRIM and TAX : 0.58\n",
      "ZN and AGE : 0.57\n",
      "TAX and LSTAT : 0.54\n",
      "DIS and TAX : 0.53\n",
      "ZN and INDUS : 0.53\n",
      "ZN and NOX : 0.52\n",
      "AGE and TAX : 0.51\n",
      "PTRATIO and MEDV : 0.51\n"
     ]
    }
   ],
   "source": [
    "threshold=0.5\n",
    "corr_list=[]\n",
    "size=data_corr.shape[0]\n",
    "for i in range(0,size):\n",
    "    for j in range(i+1,size):\n",
    "        if (data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] <= 1) or (data_corr.iloc[i,j]<= 0 and data_corr.iloc[i,j]>= -0.5):\n",
    "            corr_list.append([data_corr.iloc[i,j],i,j])\n",
    "\n",
    "s_corr_list = sorted(corr_list,key=lambda x : -abs(x[0]))\n",
    "                     \n",
    "#sorted函数,python自带的用于排序，可以使用关键词，默认为升序排列\n",
    "for v,i,j in s_corr_list:\n",
    "    print(\"%s and %s : %.2f\" %(cols[i],cols[j],v))#cols = df.columns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图\n",
    "matplotlib库的scatter（）方法\n",
    "或\n",
    "seaborn库中的jointplot方法（kind参数为scatter）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1e63dc2deb8>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df['RM'],df['MEDV'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1e63db927f0>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='RM',y='MEDV',data=df,kind='scatter')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 参数hue表示类别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1e63de07710>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 402.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot('RM','MEDV',data=df,hue='CHAS',fit_reg=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e63ea47898>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,axes=plt.subplots(1,2,sharey=True,figsize=(10,5))\n",
    "sns.boxplot(x='CHAS',y='MEDV',data=df,ax=axes[0])\n",
    "sns.violinplot(x='CHAS',y='MEDV',data=df,ax=axes[1])#在一个图上显示多维变量"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
